{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ab9eceba",
   "metadata": {},
   "source": [
    "导包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "47492da7-a7f9-40fb-97f3-6cab3e66dce5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ba8dc26",
   "metadata": {},
   "source": [
    "处理Seaborn图表内嵌中文字体问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e32850e6-e4bf-4699-bcf0-f3074454205b",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "sns.set_style('whitegrid',{'font.sans-serif':['simhei','Arial']})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6cff2e33",
   "metadata": {},
   "source": [
    "读取csv文件"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "296101da-81e0-41e0-a06e-f297995b3f46",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "stockSPDB=pd.read_csv(\"ch05_stock_600000.csv\")\n",
    "stockPAB=pd.read_csv(\"ch05_stock_000001.csv\")\n",
    "stockLS=pd.read_csv(\"ch05_stock_300104.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "42f0b907-434f-406b-93a4-5e5a31adc92b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "600000股票收盘价：\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stockSPDB['收盘价'].plot(legend=True,figsize=(10,4))\n",
    "print('600000股票收盘价：')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "f9357d09-47a9-435b-b9aa-f145fa4ed99c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "000001股票收盘价：\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "stockPAB['收盘价'].plot(legend=True, figsize=(10,4))\n",
    "print('000001股票收盘价：')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "2305c1c1-4849-4bc5-9936-0c49c6366da4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "股票收盘价对比\n"
     ]
    },
    {
     "data": {
      "image/png": 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SI0eOMGvWLGbNmpVgvx07dtCmTZsEy7du3UpoaCgVKlSgc+fOGdNoO+laJiCVgczYsWMpX74848aNS7BuwoQJdOrUKU39KQ1WqzXN+zqL0Ybs0BaRc8l1JNJLriHhDHIdieScPXsWgPLly8e7Rr7++mu6devGP//8w9KlSwkODqZVq1YEBgZy/PhxDh8+TMuWLRMcb+fOnQA0b94cpVSGXnelSpUCdEZGru/sL7XvRSndLlWBTFJ1unfs2MH27dtZunQpn3zySWoOGY+/v3+a93W27NQWkXPJdSTSS64h4QxyHYnEHDhwANDz0d3b26Z8+fK8/PLLDB06lOjoaNzd3fnyyy85fvw4mzZtokmTJgmOZ0yCWbZs2UR77zjTzZs3Abh+/Tq7d+/G1dU1Q88nnMPZ70XpLr8cGRnJhx9+yEcffUTBggXTdazatWtn+Wz0VqsVf3//bNEWkXPJdSTSS64h4QxyHYnkGB/+fX19qVevXqLbxL2G2rZty59//sn169cTbK+U4vjx4wD07t07yeM5i1IKV1dXoqOjKVOmjEyKmc2l9r3I2P5+0h3IfPfdd9SqVYt27dql91BYLJZs80abndoici65jkR6yTUknEGuI5GY27dvA1CsWLH7Xh8WiwU/Pz8Ajh07lmD7ixcvcuXKFSwWC40aNcqU661MmTJcuHCBoKAgR4ECkb05+70o3YHMP//8Q0hICI0aNQLg7t27LF++nIMHD/LRRx+l9/BCCCGEECIDGN2zPD09U7R9jRo1AB203L59m8KFCzvW7d69GwA/Pz88PDyc29AklC1blgsXLsiA/zws3YHMrFmziImJcTz+/PPPqVu3Lg8//HB6Dy2EEEIIITLIrVu3gJQHMkWLFqV06dIEBQVx7NixeONkjEAmsbEzGUVKMIt0BzLGBEoGDw8PihYtSrFixdJ7aCGEEEIIkUGMQKZIkSIp3qdmzZoEBQVx9OjReEHLrl27AGjcuLFT25gcKcEs0hTIBAQEJLlu/PjxaW6MEEIIIYTIHKnNyIDuXrZ+/XqOHj3qWGaz2dizZw+QuYGMkZGRQCbvMmd1A4QQQgghROZSSqU5kAHiBTInT57k1q1b5MuXj1q1ajm3ocmQrmVCAhkhhBBCiDwmLCzMMelgWgKZI0eOOJYZ42Pq16+fqfO5SNcyIYGMEEIIIUQeY2RjLBYLBQoUSPF+RiBz+vRp7t69C2TN+BiQrmVCAhkhhBBCiDwnbrcyk8mU4v28vLzw9PTEZrNx4sQJIDYjk9mBjJGRuXr1arwKuiLvkEBGCCGEECKPSe0cMgaTyRRvnEx4eDj79u0DMj+QKVGiBC4uLiilCAoKytRzi+xBAhkhhBBCiDwmLaWXDXHHybz99tvcvXuX8uXLU7VqVWc28b7MZjOlS5cGMnbAf1RUVIYdW6SPBDJCCCGEEHlMWiqWGYxA5rfffuO7774D4Oeff8ZszvyPlRk94P+NN96gWLFiHD9+PEOOL9JHAhkhhBBCiDwmrV3LQE+KCXD27FkARowYQefOnRNueOQI3L6d1iamSEYP+F+wYAFhYWGsXbs2RdufPn2aq1evZkhbREISyAghhBBC5DHOyMgA1KtXj08//TThRnv3Qq1aULs2ZGA2w8jIZETXspCQEC5evAjEnzcnKcHBwdSqVYuWLVuilHJ6e0RCEsgIIYQQQuQx6RkjU7FiRSpUqEChQoWYPXs27u7uCTdauBCUgvPnoXVr2L8/fQ1OQkZmZA4fPuy4H3fenKTs2bOHiIgITp48yfXr153eHpGQBDJCCCGEEHlMejIyZrOZ//77j+PHj1O9evXEN1qxQt8WKQJXr0LbtmCfb8aZMjIj4+/v77ifkozMoUOHHPePHTvm9PaIhCSQEUIIIYTIY9IzRgagePHilClTJvGVV6/Cf//p+zt3Qps2eqzMmDFpOldyMjIjEzeQuXz5siP4S8n2EshkDglkhBBCCCHymPR0Lbuv1av1bb16UK0avP++fnz+vNNPlZGBTNwMC9w/OIm7fUoyOCL9JJARQgghhMhj0tO17L6MbmVdu+pbI3Nz5YrTT2V0LQsKCnJkmZxBKeXIsJQqVQpIfpyM1WqNN6bm3qAnJiaGjRs3Mnz4cFq0aMGiRYuc1ta8TAIZIYQQQog8Jr1dy5Jks8HKlfq+EcjYJ60kOBiio516utKlS+Pn54fNZuPXX3912nEvX77MzZs3sVgs9O7dG0g+y3Lq1Cnu3r3reBw3kDl37hwVKlSgXbt2fPnll2zfvp3PPvvMaW2Ny2az5amKaRLICCGEEELkMY6MTFgYBAToH2dkTPbtg2vXoFAhaN5cLyteHCwWXcXs2rX0nyMOk8nEa6+9BsA333yD1Wp1ynGNbEy1atWoV68ekHwgY3Qr8/HxAfQcOxEREQAsWrSIy5cvU7hwYR555BEA9u3bR3h4uFPaaoiMjMTPz49OnTo59bjZmQQyQgghhBB5SUwMt+zlgYs8/DBUr65/vLxiu4WlxrVreoA/xGZjOnQANzd932wGe/esjOhe9vjjj1O0aFFOnz7Nv//+C0BoaChvvvkmixcvTtMxjUCmdu3ajnlzkgtkjO07dOhA0aJFUUpx3D5/zubNmwF45513mDNnDuXKlSMmJoZdTq7iduzYMY4dO8a6devyTPlnCWSEEEIIIfKKo0ex+foSas8WeLq46BLJ+fLp9fZAIMXu3NGTXpYtC08+CfPm6eVGtzKDMU4mKCjtbU9CgQIFeP755wH4+uuviYyMpE+fPkyZMoXXX389Tcc0Miy1atWiZs2aAJw+fdqRZUlq+7iBz7Fjx1BKOQKZ1q1bYzKZaNGiBQBbt25NU9uScvr0acf9gIAApx47u5JARgghhBAir5gxg9unT2OMovA8cwZCQmD6dL1g377UHW//fh2cWK0wcyYcOKCXP/hg/O2McTIZkJEBePnllzGbzaxZs4YHH3yQdevWAXD+/Hlu376d6uPFzciUKlUqQZYlqe1r1arlmFvn2LFjHD9+nGvXruHu7k6jRo0AaNmyJeD8QObUqVOO+3ml/LMEMkIIIYQQecWBAxizobi7u5PP21s/sI8D4cABPWA/pQ4e1LeNGsGAAbobWZs2UKlS/O0yMCMDULFiRceg/I0bN+Lm5kaBAgWA1H+oj4mJcVQoq127NiaTKdnuZXfv3uXEiROO7Y1A5ujRo2zatAmApk2b4u7uDsQGMtu3b8eWmtf6PuJmZCSQEUIIIYQQuUucQCZexbLq1cHdHUJDIc4H4vsyApnOnXW3suvXEx9nk4ElmA3GoH+z2czs2bNp1qwZkHzZ5MScOnWKyMhIPDw8qGQPyIzuZYkFMkePHsVmszkmCY3btSxutzJD3bp18fDw4ObNm6lu2/3aHbdNeYEEMkIIIYQQeUFQEAQFcdP+MF4g4+qqx7qA7i6WUkYgU6eOvi1aFPLnT7hdBnctA2jXrh2//vory5cvp2/fvo7gI+78LilhdBPz8/PDbNYflY3gJLHAI263MpPJ5MjIBAQEODIycQMZV1dXmjZtCsC2bdtS1bbkSEZGCCGEEELkTvbxK7fsk0gmmEPG6F6W0nEyNhvYP8Q7ApmkZHDXMsPTTz9Nly5dgNgsSmqzHnEDE0NyXcviDvQH3c3Nzc2Nu3fvcu7cOcxmM82NUtR2zh4nY7VaOXv2rOPxmTNn4s1rk1tJICOEEEIIkRcYgYx9XEyRIkXir69fX9/GDWQCAiiybp2eA+Ze587pqmVublC1avLnzoSMzL38/PyA5AOZeyePDAsLY8GCBUBsYAKxQdHx48eJiYmJt8+9gY+LiwvVqlVzrK9Xrx6FCxeOt4+zA5kLFy4QExODm5sbhQsXxmazcfLkyfvuZ7VaiYqKIioqKsHzygkkkBFCCCGEyAuMQMY+p0uSGRmja5nNhrl3bx4YORIWLkx4PKNbWc2aumtacjIpIxOXEXycPXuWO3fuJFi/fPlyihYtyltvvUV0dDRKKZ577jkOHz5MqVKlGDRokGPb8uXL4+HhQXR0tCNwMdybkQEc3csA2rRpk+DczZs3x2QycerUKYKCglBKERkZmebnanQrq1SpUormvQHYsGEDhQsXxt3dHXd3dwoXLszy5cvT3IasIIGMEEIIIUReYA9kbtozMQkCmTp1wGSCwEAdcGzahMn+rb75888TZmXuHR+THCMjExIC6fjAnhrFixenlD1oS2zMyLx587h16xaTJk2iY8eOjB49mrlz5+Li4sL8+fMpYwRf6AICHTt2BODFF18kOjoagD/++IOLFy9isVjidUWLG8jEHR9j8PT0dGw/ePBgKleuTL58+ViyZEmanqsRyFSuXDlesYHkTJ8+nfDwcMfjmJgYx/PKKSSQEUIIIYTI7e7eBfs39LcKFgQS6VpWsGBsF7H9+2HGDMcq03//wYYN8bdPTSBTtGhs1iaxrMzOndCzJzz/PHzxBaxZk3h3tlRKrnvZfnvmyWQysXnzZsaPHw/oSTUTCz6mTp1KkSJF2L17Nx999BF79uxhyJAhAIwePTpe97G4gUyrVq0SbZvRvezff/91jG9ZkVjFtxQwKpZVrlw53jw2SYmJiXGca+XKlYSEhHDz5k169eqVpvNnFQlkhBBCCCFyuyNH9KSVxYpxy2oFEsnIQOw4mU2bYP58AO4Ygcrnn8ffNjWBjMmUfPeySZNg6VL4+WcYOVKXc/799/sf9z6SqlwWFRXlWLZy5UpHdmTIkCEMHTo00WOVL1+eH3/8EYDPPvuM7t27ExkZSY8ePfjoo4/ibdusWTNcXV1p1qyZIyt0r1deeYVmzZrx9NNP89xzzwFw7ty5ND1PIyPzwAMPpCiQ2bFjByEhIRQtWpQOHTpQpEgRPDw80nTurCSBjBBCCCFEbmfvVkbduty8pWeSSTaQ+eorCA9H+fpy5uOPUWaznh/GCF7Cw8EYTJ6SQAaSH/BvHOvRR6FDB33/448hnV2dkqpcduTIEaKjoylSpAidOnVi9+7d7Nixgx9++AGTyZTk8fr378/gwYNRSnH16lV8fX2ZOXOmo0yz4YEHHsDf359//vknyWPVqlWL7du38+uvvzJw4EAg/YHMvRmZpCbcXLZsGQBdu3bFxcUlTefMDiSQEUIIIYTI7eIEMreSC2SMAf9hYQCoZ54hytsb1a+fXv7FF/r2yBFdfrlkydgA5X6SysgoBcZkju+9B3//rY97+jTMmpWyYychqUBmn70yW7169TCZTOTLl4+mTZsmCEgS89VXX9GwYUPKli3LkiVLEn8dAV9fX0qUKJGidlaoUAHQgcy9ldRSwuha9sADD1C5cmVcXV0JDw/n4sWLiW5vBDLdO3RwShe+rCKBjBBCCCFEbpdIIJNgjAzEBjIAFgvqiScAUCNG6GWzZ8PWranrVmZIKiMTHAy3b+v7lStDgQLw1lv68SefQDrKAhtjZM6cORNvYLsxPqa+kYFKhYIFC7Jz505Onz6Nr69vmtsWl4+PD6DLP9+4cSNV+4aEhBASEgLoqmWurq5UqVIFSLx72fnz5/H398dsNtN1yBCYPDmdrc86EsgIIYQQQuRmSqU8I1O6NHh56ftdu8beb9QI+vXT42x69IB58/Ty1AQyRkbm3kDGyMaULQv58+v7L78MJUroLmezZ6f8HPcoWbIkJUqUQCkV70N93IxMWlgsFtzd3dPcrnvly5eP0vZALyXdy86fP89BezBpdCsrXbo0BQoUAEh2nMy///4LQDNPT4qDU8YiZRUJZIQQQgghcrOLF3XZYxcXqFmTmzdvAkkEMgBduujbV16Jv/z336FFC7h5E1au1MvSEsjc27XMCGTsWQRAV1AzskCffKIDqDS6t3uZzWZLV0Ymoxjdy4wKZkkJCwujefPm1K9f35EZAt2tzJBcIOPoVhYaqhccPAjXrqW3+VnCaYFMSEgIe/fuTXU6TAghhBBCZCAjG1OjBri7J9+1DGDqVF2q+aGH4i/38NCVxeLMl+KUrmVGIBPngzigA6nixeH4cUjHRI1G9zKjStmZM2cIDQ3F3d09XpnkrFaxYkXg/hmZH374gcuXL2Oz2Rg2bBgn7YUSKleu7NgmqUkxIyIiWLt2LQDd43bZu7e0dg6R6kAmJCSEDh06xBs8tGzZMrp06cLHH39M+/btHZGeEEIIIYTIYnv36tt69YiOjnaMFUkyI1OgACT1Ab9oUZ2NqVFDzzljDxJS5H4ZmXsDmUKFYNAgfX/x4pSf5x5GRmav/XUwsjG1atXC1ZjbJhuIO+A/KeHh4Xwepwz27t27+eabb4D4GRkjkPH3949XPGDjxo1ERETg7eFBHdBZOoB165z0LDJXqgKZGzduMHToUC5duuRYdvv2bcaOHcuff/7J4sWLGTNmDBMnTnR6Q4UQQgghRBrs2aNvGzVyZGOAeBM4pkrZsro70tGjkJpxIqnNyAD07q1v//lHV0lLg/bt2wOwatUq9u7d6xgfk526lUHKAplp06Zx9epVKlWqxGeffQZAYGAgED8jU6dOHfLnz09wcHC8im1r1qwB4EGbDRPEdh/MC4HM8OHD6datW7xlYWFhjB49mmrVqgG6T17cPxIhhBBCCJGF/vtP3zZs6PiM5uHhkb5shIsLWCyp28fIyISG6nloDMkFMm3bgqcnXL0KO3fGLj9+HOwBSZK2bIGLF/Hz8+Oxxx4D4J133nFkZNI60D+j3C+QiYiIcGRjRo8ezfDhw+NVTYsbyLi5udGyZUsANsTpNrbOHrB0vHsXihTR5a7NZv16JlGqOTtLVSAzduxYnn766XjLvLy86NWrFwDR0dH88ssvdDEGiQkhhBBCiKwTGAiXL+sPq/Xq3X98TEYqVAjy5dP3je5l4eG6jZB4IOPqGjtW5++/9e3Vq9Ckif45dCjxc33/PbRurSutoT/Durq6smrVKlavXg3kvIzM9OnTuXLlChUqVOCpp57Czc2NKVOmONZXiVssAWjbti2gu5MBBAcHO4K49gDduunKcA0b6h3Wr3fac8ksqZrKs3z58kmuO3bsGE899RSurq4sT+OALGs6KlI4i9GG7NAWkXPJdSTSS64h4QxyHQl27cICqBo1sOXL5yjK5OnpmaLrwtnXkLlMGUxnz2K9dAl8fODECd2+IkWweXomWp3M1LMn5jlzUEuWYPvkE0yffILZHpCpd97Bdu/4mc2bMb/2GiZA7d6N7eZNKlSowIsvvsi3335LVFQUJpMJPz+/bPW34e3tDeihHLdu3aJgwYLx1n///fcAjBo1CovFgtVqpXPnzkyaNAmbzUbJkiWxhofrTJmLC61btwZ0IBMTE8P69etRSlHTzY0yUVHYevZEWa2Y2rXDvHs3trVrUfbMlbOl9jpK6XapCmSS4+vry6+//sqECRN45513mDp1aqqP4e/v76zmpFt2aovIueQ6Eukl15BwBrmO8i6vZcsoCwRXqsS5/fsd38i7uLg47qeEs64h30KFKAic2bmTW/nz47lhA1WAcC8vjiXRHkvZstS1WDAdPcqpH36giv0DvTKZMC1dyskZM7hjz664XrlCjaeewmKvyGVSipPz5nGnYUN69erFL7/8Qnh4OOXLl3dU+8pOChUqRGhoKCtXrow3eD84OJiAgABAD+OI+7szMi8Ht23Dr39/lMXC6c8+w61aNdzd3bl69So7evRgpb1qW4eoKGwuLhzw8sK2fz+FKlSgGhC9ciWH9u0DkynDnp+z34ucFsiYTCZq1qzJ+PHjad++Pbdu3Uq6GkYSateujSW1/S2dzGq14u/vny3aInIuuY5Eesk1JJxBriNhthdoKtapE0Xr1eOAvRRz2bJlUzRGxNnXkLlSJfD3p3L+/Kh69TDZuzPlr1Ur+fa0awdr11L13XcxxcSgOnVCVaqE6ccfqfbzz9g2b4YzZzAPGYLpxg1U3bpQpgymlSupevMmyn7st99+mzFjxtCxY8dsN0YGdOWx/fv3ky9fvnjtW7JkCaBLSbdp0ybxnRctwnL1KgDVhwxBTZ5MS29v1p06hf/KlWy1b9YBMHXpQp1WrfSCqlVRb76J+5Ur1CtcOPEufumU2uvI2P5+0h3IbN++nU2bNjFq1CgAR+PM5tRPUWOxWLLNG212aovIueQ6Eukl15BwBrmO8iilHKWXzU2agMVCqH0SxCJFiqTqmnDaNeTlpdtz9aruAmWfzNFcpUryxQP69IG1azHZu5SZJkzAVKYMzJyJaccOLM8+C/Pnw927ULw4psWLYc4cWLkS83//OY79wQcf0LBhQ1q2bJkt/yYqVKjA/v37uXjxYrz2bd++HSD5dhtDO4oXxxQcjGnYMNoC64A5hQtz9PZtTCYTbSdOxPTYY7HHKVwYmjaFLVuwbNwI9gJeGcHZ70XpnhCzcuXKzJ07l7lz5xIYGMikSZNo2bIlhQoVckb7hBBCCCFEWly+rEsdWyxQty6AYx7AUqVKZU2bjBLMly/r2+QqlsXVs2fs/UGDoEEDXQb6jTf0spkzdRDTvj1s2wYVK0Ljxnrdrl2OXc1mMz179qRYsWLpfioZIakB/1u36nyKUYksAZsN/v1X3581C774AiwW2tk/j2+6fRvQBQ6KDR8eW0HO8Mgj+tbNzQnPIvOkO5ApXbo0X331Fb/99hvdu3cnIiKCL774whltE0IIIYQQaWXMH1OzJnh4ALGz2xuTRGY6e0DFvHlw40ZsIHNPxa0EKlSArl2heHH45JPY5SNHQuXKULIk/P47rF0bm1EwqnGdPQvXrjn1aWSUxAKZu3fv8p+9hHaSgcy+fTpoLVBAl6x+6y04e5Ymp07hHmeunw4dOiS+/yuv6OzYPdWJs7s0dS0zBhsZWrdu7aiMIIQQQgghsgFj/phGjRyLDtnLFfv5+WVFi/QEl7Vrg78/jB0Lxgf2lIzLWLYMoqJiSziDngvlyBFdpvneYQ1FioCvLwQE6KDOKOOcjSUWyOzZs4eoqChKly4db66YeJYt07edO8dOUurtTT6gefPmjrlkkgxkzGaoVMkJzyBzpTsjI4QQQgghsiEjI2PPTNy+fZsLFy4AWRjIWCwwfry+//XXEBOjP3iXLXv/fc3m+EGMwd09YRBjMLqX7d6dtvZmssQCmbjdykxJVRQzApnu3ROsMqqaubi40MoY4J9LSCAjhBBCCJHbKBUbyNgzMka3Mi8vr6wdI/LQQ9CmjR7XAbprWBqKRKVIDgtkKlasCEBgYCCRkZFACsbHXL0a+/y6dUuwulevXlgsFh588MFcN4ZdAhkhhBBCiNzm4kU9LsRigTp1gNhAplatWlnZMj1PyYQJsY8zoNyvQ9wB/0pl3HmcpHjx4njYxzNduHABpRTbtm0Dkglkli/Xz61+/UQzWw0aNODo0aPMmjUrw9qdVSSQEUIIIYTIbYxKXX5+kD8/EBvIZFm3sriaNYOHH9b3M7I99eqBi4vOWti71WVLSkFQECaTydG97OzZswQEBBAcHEy+fPmob5/0E4DISDhwQP/89Zdelki3MkPVqlUpXLhwRj6DLOG0CTGFEEIIIYQThIXBwYPg46O/YU/LTOv2b/Fp0cKxyBjon+UZGcPPP0Pr1vDkkxl3jvz5dXGBfft09ysfn9Ttf+eOruZlz2pliMOH4cUXYetWmDSJChUqcPToUf73v/85gpfGjRvjZpRGDgiABx+MLZRgSCaQya0kIyOEEEIIkV3s3q3LJbdoAd7eerLC3r0hJCR1x7GPqyBOd6RslZEBKFoU3nwTSpTI2PMkMp9Mipw9q7tr1a0LK1c6t03BwTrYHDVKZ42M39fo0TzZsSNubm78999//PTTT0CcbmV79+rg79w5KFhQTzDq5QV9+8Y+zzxEAhkhhBBCiKymFEybBq1awfnzOoCxWHRG4O+/YcSIlB8rIkJ/4AVHIHPjxg0CAwOBLJxDJqs0aaJvJ06ERx/VweKhQzB/PnzzDZw4kXCfI0f0a3fypH48bpxz2rJzpy5zXKKEPv7nn+vKbb17Q4cOEBnJY0uWcPb0aUaNGkXhwoUxmUz06tULNm3SE35eu6Yr0Z0+rScWvXwZFizQ10seI4GMEEIIIURWmzwZhg7V86T06aODmfBwWLpUdy2bMQPWrEnZsXbvhuho/U29vQqWkY3x8fHJlWMlkvX44zpQsNlg7lwd2NSuDQMGwGuv6blmBgyA9ev16/3FF7qq2uXLUL26nqNm0ybYsSN97bh0Sf9uz57Vj8uXhy5dYPFi/fPLL3pCyy1b8Pr7b8aPH8/Fixc5ffo0zW/c0N3Jbt/WE16uW6cnAc3jJJARQgghhMhq06fr23ffhYULwdMT3Nz0uIeXX9brXnhBj5+5n7jdyuzja7Ld+JjMlC+fDhT27YNBg3TmwtMTmjaFdu10Nmz+fJ0R6dkTRo7UXb+aNIEtW+CJJ/Rxvvji/ue6dEln0e51967u/nXlii5uEBysg9WVK3WQBVChAnz2mb4/ahT89huFoqKouH27DoDu3tXtW75cZ+yEBDJCCCGEEFnq9Gk4flxX13r7bZYuW0a/fv2YMmUKZ86c0R9uy5eHM2fggw/ufzwjkIkz0D/bjY/JCvXqwaxZuutdSIjOsKxfD/7+8NRTurtX3bowcKCetHPtWiheHN56S++/aJH+Pd3r+HEdgNaqpcc1lSsHU6eC1arX370LL72kx+gULQpLlkBS8/i8/LL+vYWGwjPPQKlSOqMUE6MDqgULHFXohAQyQgghhBBZyxhI3rw5eHry7rvvsnDhQt58800qV65M+169uDV5st5mypTYcRuJsdliK5YlMtA/T2Zk7uXqGr8SXK1a8NtveuzJ/v0wZ47OiBQsqNfXrAk9eujMjfF7MOzdqwOkceN09THQ3b9efVX/Pvv31wHSr7/qST/nzEl+3hyLRXdv++ADHVTZbPq8r76q2+jq6sQXIueTQEYIIYQQIisZgUzXrkRGRnLkyBEAmjdvjtlsZsOGDfxw6hR07ao/2Brd0BJz7JjONuTPrytu2Rldy/J0RiY9Ro7Ut7/+GpvxunpVz4UTEaHnxfnzT7h+XWdjChfWY5UWLNDdAcuV02NgunS5/7mKFoUxY3RQdeaM7t729dc6EBLxyCsihBBCCJFVoqJ0FyaArl05cuQIMTExFC1alK1btzrK706dOpWYIUP0djNm6AkRE2NkY5o0cXx7f/XqVa5fv47JZKJGjRoZ+Wxyr1atHFXFaNdOZ2YeeUSPc6laVY9beewx3RXt5Zd1QDlqFLz3ng5oLlyAp59O/XkrVow31knEJ4GMEEIIIURW2bZNDw4vVQrq1ePAgQMA1K1bF5PJxKBBgyhRogQXLlxgSUyM/mb/+nU9XiMxicwfY2RjKleujIeHR4Y+nVzLZNJjWx59VI9XGTECNm6EQoX08iJF4m/v5aXH2YwdC40aSSCSQSSQEUIIIYRIjFK6e8+2bbpLV0ZYsULfPvggmM3xAhmAfPny8eKLLwLw9dSp8Nxzevtp02KPcfgwrF6tv/VPJJA5deoUANWrV8+Y55BXFCyoiwV8/bUuzADwxx8gWa4s45LVDRBCCCGEyFbOntVdh5Ys0V2HQJfMHTlSl++NO+A6OFgHI1ev6sdmsy6RW7lyys4VZ3wMkCCQAXjppZcYP348mzZtYv8771DPbIYNG/SkjbNmwaefJjxu8+aOu9evXwegVKlSKWuTSJrJBMOGxc7p0qhRVrcoT5NARgghhBDCcOeOHgNx7px+nD+/riR1+LAe4zBsmJ4k0ddXZ0A2b44ts2v46CM9LqJKlcTPERmp54i5ckVnfEwm6NwZpVSigUy5cuXo378/c+fO5Zu//uLn7t3hn3/0uI2QEL1R5co66IqJ0bO/Fy3q2D84OBiAEiVKOOEFEgBUq5bVLRBI1zIhhBBCiFjvvquDGB8fnZG5fh0uXtTjHcqU0d/C79qluxRt2KCDmLp19UDvxx/X3Yxu3tQTGIaGxj92dLQeW1GwoK5qZXT/atgQSpbk0qVL3LhxA4vFQs2aNePt+tprrwHw559/cvPxx/XCkBDw8NBZmVOnIDxc3y5fHm9fIyNTvHhxJ79YQmQtycgIIYQQQgBs3w7ffKPv//hj/FK5o0bB8OEQEKB/jh3TA7179oRKlWK3CwzUgYmRwZk/X3c3CwzUVa62bNHb3bkTOwN8z55AbLey6tWrky9fvnhNa968OT4+Ppw/f57DXl607NZNBzI//qi7vYHu8pZIlzYjIyOBjMhtJJARQgghhIiMhOef1wP8n3oq8fk+XF315InJTSrp5QULF0LbtrqymK8vuLvDpUs6U1O4sJ5PxM8vds6XgQMB2L9/PwD16tVLcFiTyUS1atU4f/48J8+coeWyZSl+akZGRrqWidxGAhkhhBBC5E1Xr+rJJQ8f1mNVjh2DkiUTzt6eWs2awfff68Do5MnY5bVr6wkSq1bVj++pIpbY+Ji4qlSpwpo1azgZ95gpIBkZkVtJICOEEEKIvOfaNWjTRncTM7i66rLGzvjAP3iwPv6FC7HHbtJED/JPwv0CmQceeAAgzYGMZGREbiOBjBBCCCHyltBQeOghHcSULx9biax+ffD2dt55qlRJunLZPcLCwjhx4gSQfEYGUhfIWK1WQuyVzSQjI3IbCWSEEEIIkTdERuquXq+9Bv/9ByVKwKpVCbp4ZYVDhw6hlKJ06dKULl060W3SEsiEhISglAKgWLFi6W+oENmIBDJCCCGEyB02bID339cVwu4VHa3LKNts+nHBgrpMcTYIYuD+3coAKtsrkt28eZMbN26kKDAxBvoXKVIEFxf52CdyF7mihRBCCJGzXbsGb70Fv/9+/20LF9ZVxyZMyFazsidXsczg4eFBuXLluHTpEidPnqRJkyb3Pa4M9Be5mQQyQgghhMi5wsKgcWM9iaXJBEOHwhNP6Ptxmc1QoQKULp1wXTawadMmABrdJ7iqUqVKqgIZKb0scjMJZIQQQgiRc+3fr4OYokV1V7GmTbO6Ral24cIFDh8+jNlspmPHjsluW6VKFTZu3JjicTKSkRG5mTmrGyCEEEIIkWbnz+vbOnVyZBADsHLlSgCaNm1633EvqS3BbGRkJJARuZEEMkIIIYTIuYx5WsqXz9p2pMOKFSsAePDBB++7bWorl8kcMiI3k0BGCCGEEDmXkZHx8cnadqRRTEwMa9asAaBr16733T6tgYxkZERuJIGMEEIIIXKuHJ6R2blzJ7du3aJYsWL3HegPsV3Lrl27xu3bt++7vQz2F7mZBDJCCCGEyLmyICOjlOLw4cOcN86dDka3si5dumCxWO67feHChSlVqhQAp06duu/2kpERuZkEMkIIIYTIuTIxI+Pv78+bb77JAw88QK1atahevbojEAE4fvw4PXr04KuvvkrxMY39U9KtzJCa7mWSkRG5WaoDmZCQEDp06MDFixcdy9asWUPHjh2pWbMmAwYMSNE3BEIIIYQQ6RIeDvaMQ0ZnZJYsWULjxo2ZMmUKZ86cwWQyERERQa9evZg7dy4LFy6kUaNGLFu2jHfffZfo6Oj7HvPq1avs2bMH0BmZlEpNICMZGZGbpSqQuXHjBkOHDuXSpUuOZefPn2f06NGMGDGCTZs2UbZsWd59912nN1QIIYQQIh4jG1OoEHh6Zthpfv/9d/r160dkZCSdOnVi0aJF3Lhxg0cffZTo6GgGDRpEv379CA0NBSAsLIwdO3YkebxLly6xYsUKPvroIwDq1q2Ll5dXituT0hLMNptNAhmRq6VqQszhw4fTrVs39u/f71h26tQp3nzzTbp16wbAoEGDeP75553aSCGEEEKIBIwxKk7uVhYTE8OGDRs4duwYe/fuZcaMGQA888wz/Pjjj7i46I9PM2fOpEiRIvzwww8AjBgxgnPnzjF//nxWr15N69atExx7+vTpvPTSS9hsNscy4zNUSqU0I3Pr1i3HeSSQEblRqgKZsWPHUr58ecaNG+dY1r59+3jbnDlzhgoVKjindUIIIYQQSTEyMk7sVmaz2ejatStr166Nt/yNN95g0qRJmM2xnVksFgvfffcdbdq0oVSpUnTs2JFffvmF+fPns2bNGj7++ON4xzh48CDDhg3DZrNRvXp1/Pz8qF27Nq+//nqq2pjSQMbIxhQsWBB3d/dUnUOInCBVgUz5+3zjERUVxS+//MIzzzyTpsZYrdY07edMRhuyQ1tEziXXkUgvuYaEM+T268h09ixmwObtjXLSc/zuu+9Yu3Yt+fPnp3Pnzvj6+tKiRQt69OiBUirR1/KRRx4B9OtsfMG7a9cubty4gae9y1tERASDBg0iKiqK7t27s3jxYkwmk+MYqfkdVapUCYDLly8zb948+vXrl+h2QUFBgB7on9ZrILdfQyJzpPY6Sul2qQpk7mfKlCl4eHg4/qBTy9/f35nNSZfs1BaRc8l1JNJLriHhDLn1Oqpw4AAlgEAXF67E6faeVleuXOF///sfAMOGDYv3eebAgQMpPo6Pjw/nz59nxowZtGvXDoAJEyZw5MgRihcvzhtvvJGq4yWmZ8+e/PPPPwwaNIjRo0fTp0+fBNsYhQTy588fb1hAWuTWa0hkLmdfR04LZLZu3cqcOXOYN28erq6uaTpG7dq1U1RDPSNZrVb8/f2zRVtEziXXkUgvuYaEM+T268gcFgaAV5MmlKlXL13HUkrx3nvvER4eTosWLfjkk0/idSNLjR49evDdd99x6tQp3njjDf755x/++usvAP74448E3fLTYv78+bzyyiv89NNPfPLJJxQvXpxhw4bF2+bgwYMAeHt7Uy+Nr09uv4ZE5kjtdWRsfz9OCWQuXLjAW2+9xUcffeTot5kWFosl2/yRZKe2iJxLriORXnINCWdw+nWkFIwbB8WLw9ChzjtuatmngjBXrAjpfH6zZs1ixYoVuLm58fPPP6f5S1mAzp07O7qoXb16lSFDhgC6aNJDDz2UrnYaLBYL06dPp1ixYnz++eeMHDmSwYMHU7hwYcc2ISEhAJQsWTLdv395LxLO4OzrKN0TYt69e5cXX3yRTp060bFjR8LCwggLC0Mp5Yz2CSGEECK7WbkS3nsPXnoJTp/OmjYolaBqWXh4OAMHDmTq1KmpPtyXX34JwLvvvkv16tXT1bT27dtjsVg4fvw4vXv35vr169SrVy9esSRnMJlMTJgwgapVqxIdHc3q1avjrTcmw5SKZSK3Sncgs2XLFk6dOsW8efNo0KCB4yfuXDNCCCGEyEW++CL2/vTpWdOGGzcgIkLf9/YGYOHChcybN49XX32VefPmpfhQly5dYs+ePZhMJl588cV0N83T05MmTZoAsHv3bvLnz8+sWbMyrHJY9+7dAVi2bFm85UbVshIlSmTIeYXIamkKZAICAvC2v2l06tSJgICABD/GeiGEEEJkjnPnzlG9enU+/fTTjDvJnj2wbl3s4xkzICoq486XFCMbU6oU5MsHEC8j8eyzz6Z4QP3ff/8NQLNmzShdurRTmte5c2fH/cmTJ1OjRg2nHDcxRiDz77//xpufRjIyIrdLd0ZGCCGEENnD999/T0BAAN98803GdfG2Z2N+adKEhUWKwNWrsHhxxpwrOffMIaOUcgQylStXJjw8nD59+jBv3jzGjRvHq6++yqFDhxI9lBHI9O7d22nNe/TRR8mfPz+PP/64U7I8yWnTpg0FCxYkKCiIvXv3OpYbGRkJZERu5dTyy0IIIYTIGjabjVmzZgF6/pCzZ8/i48SJIgE4dQrmz+cU8NyuXbhbLNwC3KdNgzROvZBm94yPOXr0KIGBgeTLl48tW7bQunVrTp06xcCBAx27HDlyhHVxs0lAaGioY1mvXr2c1rwaNWpw69YtXFxc4s0XkxHc3Nzo3LkzixYtYtmyZTRq1AiQrmUi95OMjBBCCJELbN68mQtGlgLYvn174huGh8PSpXD3bupPMnky2GzsrFsXgEirlZMmk+5qdvx4WpqddvdkZIxsTOvWrfHy8mLJkiXUrVuXJk2aMGjQIAA2btzIlStX4h1mxYoVREVFUbVq1XQP8r+Xq6trhgcxhsTGyUjXMpHbSSAjhBBC5AIzZ84EYv+xJxnIjB4NPXtCp05w82bKT3DoEPz8MwC74ky1cLR+fX0nswf935ORMQIZY2yKn58f+/fvZ+fOncyaNYumTZtis9mYP39+vMPE7VaWWUFHRujWrRugiwsEBQWhlJKMjMj1JJARQgghcri7d+86JlwcYl+2fcOGxDaE337T97duhXbtICjo/ieIiIBBgyAyEh56iN2BgY5VR40sxp9/6pLImSVORiYqKooN9ufbqVOnRDc3upjNnTvXsSw6OtqRwXBmt7Ks4OXlRYMGDQBYvnw5oaGhREdHA5KREbmXBDJCCCFEDvfvv/9y69YtvIFR9mUHjhwhPDw8/oZLlugsTJkyULo0HDgArVrBPd2tEhg1SmdkSpUi5scf2bdvn2PVMatVVw27cgUCAu7f2NOn4eWX4ejR1DzFhOJkZHbs2EFYWBglS5akrr3b27369+8P6GkjLton0ty6dSshISEUL16cFi1apK892YDRveyPP/7g1KlTAOTLlw8PD4+sbJYQGUYCGSGEECKHmzljBgCPARU7dsQLiLHZ2LNnT/wN7dvx/POweTNUqAAnT8KECUkf/N9/4Ztv9P1ff+Xw9etEGPO3AEePH4dmzfSDjRvv39i33oLvv4cOHdI+mWZ0NFy+rO/7+LBmzRoAOnbsiNmc+Eeb8uXL07JlSwDmz5+P1Wpl0qRJAPTo0SNXzFr/8MMPYzKZWLduHU2bNgWkW5nI3SSQEUIIIXKwkJAQli1fDsDjFSpgWrCA5vYP5Tvt3c0AuHgRVq3S9595BqpWhe++049/+y12csm4oqLghRf0/dde093Kdu8GcFREO3bsGLY2bfQ2iXVni+vyZbCPSeHKFejS5f7ZoMSMGgVWKxQrBqVLJxgfkxSje9mcOXMYOnQoS5cuxc3NjVdeeSX1bciG6tevz19//YWfn5+jW5kEMiI3k0BGCCGEyMHWLlhAlNVKdaDOpEng6Ulze/eqHStWxG74++96DEubNvDAA3rZgw/qql8hIXDPIHgAFiyAS5d0VzR71mbXrl0ADBgwADc3NyIiIjhvTPa4cWPy42R++UUHIPXrQ6VKupxz165w9mzKn/Aff8CXX+r7P/7IrTt3HG1KanyMoX///phMJnbu3MlPP/2E2Wxm9uzZNG7cOOXnz+b69evHwYMHWbp0KQ8//DCjRo26/05C5FASyAghhBA52EZ796hOpUtD374ANH/8cQB2nD2Lio7WwYXRrezZZ2N3tlhgiL08wLRpCQ/+9df69qWX9DgYcGRkWrRoQdWqVQE4mj8/uLtDYCCcOJF4Q61W+PFHff/NN3V2yBinU6UKPP44HDyYcL/oaD32JiAAVq6MzRC99x707cuuXbuw2WxUrlz5vvPmeHl50bZtW8fj6dOn09f+muUmZrOZ7t27s3DhQh599NGsbo4QGUYCGSGEECKn+PJLGDsWYmL04x072HDsGABtX38d7OWDGwwZggsQpBS2CRMwvfKKHgtToADYB707PPecDmi2btUD+g27dsGOHeDmBvaZ6SMiIvD39wegcePGjnlXjp0+DfYxGUmOk1mxQg/QL1ZMt6FKFVi/Hjp31kHOrFlQt64OUKxWvc++fVC9euxP16668lqPHjBmDIBjHFBKsypvvvkmhQsXZvLkyTz33HMp2kcIkT1JICOEEELkBLduwfDh8MEH8MgjEBHB9aFDMUKPNnE+lOcvVIj6pUsDcHLxYszGHC+PPQYFC8Y/rpcX9O6t78fNyhgD/B99VGdOgP3792O1WildujTe3t7UsHcpO3r0qC7lDEmPkzGO/fTTkD+/vl+jhs7M/PcfDBigl336qQ5Yvv0WWrTQBQHy5YMiRfRP164wcybYB/UbgYwxm/399OrVi5s3b/Lmm2+maHshRPYlgYwQQgiRExjlhgEWLQI/PzYdOABAzWrVKFWqVLzNm9snSNxQpgy2117TE1ZOnJj4se0ZF/74Q49XuXIF7POtjAI6dOjAsWPHHN3KGjdujMlkih/IGF22Ehsns3cvGDPOG13D4mrQAObN03PReHjAmjUwbJjOvnTvrosEhITon+XLwdPTset///0HQMOGDZN65RLIyRNfCiFiuWR1A4QQQgiRAkYgU6oUhIfDmTMYnbjaJTLIvXW3bnw9Ywar8+VDTZ6su48lpVMnqFxZZz8qVdIZmOhorM2bM2XOHKKiomjcuDGVKlUCYrtxxQtkmjXT3dAuXdLH8fSESZNg4UI4flyfp21b3UUsKY89BnXqQL9+eqzNxx/D6NGO7Mu9rl+/zrlz5wAck0EKIfIOycgIIYQQOYExk32zZrB2LZQrxwb7RIdxB7AbOnXqhMVi4ezZs5y+33wtZrPOiLRtq+8HBQFw8bHHiIqKAuDOnTuO8TFNmjQBoFq1agAEBwdzPTwc7Mt55x0dsIwfr4MYNzd46CH4+ef7P89atfRYncBAPV4miSAGYrMxVatWxTNOlkYIkTdIICOEEELkBEZGxscHmjThxv79+NvnfkkskClSpIhjAsh///03wfqwsDC+/vprBg8eTHBwMDRsqMe3BAXpCmfTpnHKnnF54IEHePvttwFwdXV1ZGQKFChAhQoVgHvGyfz1FwQHQ+3aMGcOXLumJ9Y0yj7fj6urY1xOclI7PkYIkbtIICOEEELkBEZGpnx5ADZt2YJSiurVq1M6iQ/93ezjZOIGMhEREXz00UdUqFCB119/nRkzZjB16tTYnUqU0BNmvvACp+yZnGrVqvH555+zadMmVq1aRfHixR2bx+te9tBDeqGHB3z+uR7EP3AgFC7sjFcgASMjI4GMEHmTBDJCCCFEThA3IwNstJc5bmdkQRJhBDIbN24kLCwMgFdeeYUxY8YQHBxMgQIFANi+fXui+588eRLQGRmA1q1bJzhfvECmRQvYtEl3J3v7bZ1ZyUBGRiY1A/2FELmHBDJCCCFETnBPRsYIZBLrVmaoUaMGZcuWJTIykrVr1+Lv78+vv/4KwIwZM1i3bh0AO3bswGazJdj/1KlTQGwgkxjHXDL2+Wxo3RrKlUv580qjq1evcuHCBUwmE/Xr18/w8wkhsh+pWiaEEEJkdzYbXLyo7/v4cOvWLfbv3w8kH8iYTCZatmzJX3/9xbJly7h8+TJKKfr3788zzzxDdHQ0+fPn5+bNmwQEBDiyK4aUBDLxMjKZyOhW5uvrS+EM6romhMjeJCMjhBBCZHdBQRAdrSt4eXlx8uRJlFKUKVMGLy+vZHdt1aoVAH/++SdLly7FYrHw6aefAvEH7t/bvUwp5QhkqlSpkuTxjUDm3Llzju5rmUG6lQkhJJARQgghsjtjfEy5cuDiwgV7N7Py9m5myWnYsCH58+d3BBnPP/+8o2wyQPPmzYGEgcz169cJDQ3FZDI55o9JTIkSJShRogQAAQEBKX9O6SQD/YUQEsgIIYQQ2d0942NSE8jky5ePDh06AJA/f34++OCDeOuTCmSMbEy5cuXIly9fsudIME4mE0hGRgghgYwQQgiR3d1TsSw1gQzAc889B8BHH31E2bJl460zApkjR45w69Ytx/KUjI8xZPY4mWvXrnHp0iUZ6C9EHieBjEiXkydPEhkZmdXNEEKI3C0dGRmAXr16ERYWxsiRIxOsK1WqFJUrV0Ypxc6dOx3Ls3MgY5ynYsWKFCxYMFPOKYTIfiSQEWn222+/UbVqVd56662sbooQQuRu6czIAHh4eCS5LrHuZdk5kDG6sBld2oQQeZMEMiJNQkJCHAHMggULUEplcYuEECIXS2dG5n7SG8gYAcWJEyeIiYlxSpuSI4GMEAIkkBFp9NFHH3H9+nUAAgMDM7VSjRBC5DlGIOPjg9Vq5dKlS4DzA5mdO3c6JsZMSellg4+PDx4eHkRHR3P69GmntCk5RuZHAhkh8jYJZESqHT58mKlTpwI4Bo0as0MLIYRwsshIuHJF3y9fnitXrmC1WrFYLPedQyalateuHW9izLCwMK7Yz5mSjIzZbMbX1xfInO5lRkbm3gk8hRB5iwQyedX165CGMplKKV5//XWsVit9+/bllVdeAWDt2rXObqEQQuQYx44dIyQkJGMObs++kD8/FC/u6FZWtmxZLBaLU07h6urqyMpMmzbNkY0pVqwYRYoUSdExMmucTHh4OOfOnQMkIyNEXieBTF5jtcLXX0PlyuDnBydOpGr3LVu2sHbtWvLly8ekSZMccxOsX7/e0R1BCCHykokTJ1KjRg26du2aMeMFjYH+5cuDyeT08TGGUaNGAfDtt9/yzz//ACnLxhiMoCKjA5kTJ06glKJYsWKOiTiFEHmTBDJ5yeHD0LQpvP46hIaCzQapzKTs3bsXgIceeoiKFSvSqFEjChUqREhICAcOHEiw/cKFC2nYsKHj2z0hhMgtlFKMHj2at99+G4Bdu3Y53iOdKs74GP0wYwKZLl260Lt3b6xWKx999BGQukDGyMhk9KSYccfHmEymDD2XECJ7k0Amr4iIgB494L//wNMTWrXSy++Zyfl+jh8/DsR+8+bi4kKbNm2AxMfJTJ48mb179zJz5sx0NF4IIbKfYcOG8dlnnwFQoUIFAGbMmOH8E8XNyJBxgQzo92x3d3dH5bG0BDJHjx7N0EqWMj5GCGGQQCavmDgRzp4Fb284doywN9/kKqQ6kDGqk1WrVs2xzOhedm8gExMT4/h28siRI2luuhBCZDd79+5l6tSpmEwmpk2bxvTp0wGYNWsWd+/ede7JMrj0clyVK1eONzdYagKZKlWqYLFYCA0N5fLly05vm0FKLwshDBLI5AXnz4P9W0MmTkSVLk33yZOpBJw9cUIP/E8hIyOTWCCzadMmoqOjHcsPHz5MRESE474QQuQWxhiSPn368MILL9CxY0e8vb0JCQnh77//du7JnDAZZmq88847jmPXr18/xfu5u7tTuXJlIGPHyUggI4QwpDqQCQkJoUOHDly8eDFFy0UmOXgQWreGrVsTrnvrLd21rE0beOQR9u3bx8atWwkHlgHs2JGiU4SHhzv+gRplNgHq1KlDsWLFuHPnDnv27HEs3717t+P+8ePH4wU5mSUkJIRFixZlybmFELnXsmXLAOjRowcAFouFp59+GsiA7mWZmJEBKFCgAFu3bmX16tXUq1cvVfumZ5zMtWvXWLZsWbLd0qxWq6NngAQyQohUBTI3btxg6NChjom47rdcZKJvv4UtW2DEiPjL16+Hv/4Cs1lXKzOZ4v2T3Qgp7l52wl7hrFixYhQvXtyx3Gw20759eyB+Gea4gUx0dHSWDPh/77336Nu3L7/88kumn1sIkTsFBQU53t+6devmWP7MM88AsGrVKuf9PwwJAeO9s0IFoqKiHPO7ZFQgYxy7U6dOqd4vPSWYBw4cSI8ePfj111+T3Ob8+fPcvXsXNzc3KlWqlOpzCCFyl1QFMsOHD4/3pn2/5SITGUHDzp1gVA9TCkaO1Pdfegnq1iUyMpJZs2Y5dtsIqBQGMka3srjZGEPnzp2B2O4WoCv4xJUV3cuMf6abNm3K9HMLIXKn5cuXA9Cwfn3KuLo6llepUoXWrVtjs9l44okneOGFF3jllVcSvP/s3r2bsWPHcuvWrfuf7KuvdEa9Vi2oWpXLly+jlMLNzY2SJUs69Xk5gxHIHDp0KFX77du3j/Xr1wM4JlxOjJHpqVatmtPm0BFC5Fwuqdl47NixlC9fnnHjxqVoeWpZrdZ07e8MRhuyQ1tSLDwcs78/RhFK2w8/oL79FpYtw7JnD8rDA9t774HVyuLFi7lx4wblypUj+Pp1rkZGcnTnTnyjosBigaAgPddM2bIJTmP8A6latWqC16dHjx6YTCZ27drF2bNnKVGiBP7+/gC0b9+e9evXc+jQIfr06ZORr0QCxreiu3btytTfaY68jkS2ItdQ9rV06VIAuh09CiVKoEqUAF9fVN++PPvUU2zevJkNGzawYcMGAL777jueeuop3n33XaZMmcIPP/yAUorr168zefLkpE908ybmKVMwAdb33gOlOHv2LADe3t4ope57fWT2ddS0aVMANm/ezMmTJ1OcNfn6668d9//77z927dpFw4YNE2xnFI7x9fWVv41MIu9FwhlSex2ldLtUBTJJpbGdld42PvhmB9mpLfdT4MABqlutKIsFk9WK+uMPDj72GNXeeYcCQFC/fvoD/aVLjn8WXbp04ZC/P7v37GFTeDgsWIDVw4MaTz6JJSyMkI4dufL000TE6YO8wz6WpmDBguzfvz9BO+rWrcv+/fuZOnUqNWvWxGq1Urx4cWrVqsX69evZtm1bovtlFKUU5+2DZE+ePMmmTZsoXLhwpp0fctZ1JLInuYYylxFgnD17lgIFClCzZs1466Ojo1mxYgUAPezVyUzXr8P165i2bmVAlSpcePppgtzccLl5k4vnzrFo925+//13fv/993jHmjt3Lk8++WSSc6F4/fgjZW/dIqJyZY5Urgz797PVPg6ySJEiqXo/zczrqFmzZuzYsYMxY8bwxhtv3Hf7kJAQR0+BBx54gFOnTjF+/HjefffdBNum9fmL9JP3IuEMzr6OUhXIZLTatWtnearYarXi7++fLdqSUiaj28KDD6JOnMBy4gT1vvoK05EjqPz5KTl+PCVLl+bSpUuOYGTUqFHMnj2b3Xv2sAF44do1TLNmYQoNBaDY6tUUW70a2wsvoL77DoDr9upm7dq1S3QA6BNPPMH+/fvZtWsXZe0ZnWbNmtGpUye++eYbAgMDUz1wND1u3rwZrwxqZGRkpp0/J15HInuRayjzfT5qFOO/+47b9mqLJpOJrVu30qRJE8c269atIywsjFImE42UwjpnDjzwAKatWzF9/DEFT57kg5Mn4x13u5sbLxUqxIHgYKp5eTGpShUe3bqVoKAgYmJiaNy4ccLG3LqFee5cANw/+YR6DRoAsHr1akB34UrJ+1lWXEfvvPMOvXv35p9//uHbb7+lYMGCyW7/2WefERUVRaNGjRg/fjydOnVi1apV/PzzzxQuXBh/f3/27NlD5cqVHQWF2rZtm6n/T/IyeS8SzpDa68jY/n6yVSBjsViyzR9JdmrLff33HwCmZs2gfXt4+21MCxboZS+9hMUeVMyaNQubzUbr1q3x9fWlQ4cOjBkzho2A6b33MIWGElO4MDG//06+v/6CWbMwT58Or76KqlUrdjLMvXuxVKsGdevGa0b//v1566232LJlC+7u7gA0adKE2rVrA3oOGqUULi6Zc9kFBgbGe7x37166du2aKec25KjrSGRLcg1ljmUTJjB60iQALCYTBQsV4tbt20yaNIn58+c7tjOyMQ8phdnPDwYM0MVUGjWCxx6Dt9+G337TGxcrBsWK0fzkSfYEB/MfUC8wEPfAQLoD84DF8+bRrFmzhA367ju4eRNq1MD8yCO66y+x3WV9fHxSdV1k5nXUo0cPR2Zl9uzZDB06NMlto6Oj+eGHHwB4/fXX6dChA76+vgQEBDBnzhzCw8MZNWpUgm4mfn5+8neRyeS9SDiDs68jmUcmN9i9GwUEVakCzzwDbm56eb58+p8qumvVhAkTAHj22WcBHWS4u7pyBTgeGkoQ4JsvHx4PP0zlbdvoVqoUMwGmTeP69evcvHkTk8lElfHjdcB0TxWyChUq0LBhQ2w2m+Nbw8aNG1OhQgU8PDyIiori9OnTGf5yGO6tGhS3ipoQQhiuzJzJM//7HwDDgHCl2JovHwALFy50VGxUSrHMPj6mO+jS9uY4/0ZLloRff4VLl+DaNQgOhuPHYd06XB58kKaAu68vjBxJ3xIlAFgwY0bCcsMXLsDnn+v777/vCGL0qowtvewMZrOZYcOGAXrsS3LllBctWsSlS5coXbo0AwYMwGQy8eKLLwLwxhtv8NZbb2G1WmnYsCGVK1fW/4OqVEnQ5U8IkTdJIJNVfvsN3nwTIiPTd5ybN+H4cWYCZR57jNfHjoWBA/W6l16CMmUIDQ2ld+/e3Lx5k+bNm/P4448DkC9fPprZu0ysBvqXKsXpq1dRSnHmzBmWBwXxLHDpt984bq+E5mM2kx90SdDevcHeFc3Qr1+/eI8bN26M2Wx2VLLJzMplRheEokWLAgmrqAkhhO2vv3jmqae4DtQpVIjPt27FrXp1/K5epYfJhFKKSRMnAvpDecDx47gBXcqU0RmYxJQtC/ZABZNJf/GzYoV+vz92DCZMoNv06bgDJ2/e5FCcSpIopd+7Q0OheXMYOJCpU6cydOhQ9u/fnyMCGdClqAsWLMjRo0fjleW/188//wzACy+84MjkP/3007i7uxMVFYWrqytTp05l9+7dnDp1ivDwcAICAshnDzSFEHmbBDJZITSUCy+8wN4pU+D779N3LPsElP8WKADof7Q/NW4MM2fC+PHYbDaeeuopjhw5QtmyZVmwYAFuRsYGaGefJ2Ck2cyWq1cpXLgw27dvZ+PGjTRq1IgY4Ic7dwj4808Aqlmt4O0NZcrA4cPw9NNgszmO17dvX8f9SpUqUcL+z9z49syoOJMZjIxM165dMZvNXL58mcuXL2fa+YUQ2dzevXz32GOsVIp8FguzN28mX4sWsGsX9O/PSHsm4deffmL2pEmMGD4cgAmA54gRsdnvlIqzfaGHH6aLtzcAC998E8LC9Io5c2DZMr3tTz/hf/gwr776KtOmTaN+/frs27cPyP6BjKenp2NenenTpye6zbVr1xxBzlNPPeVYXqxYMSZMmEDbtm3ZtGkTL7/8sqMgQr58+TCb5aOLEEJL07tBQEAA3vY34JQsF/f4+28eioqiKRAwZgykZC6BpNi7S+2L88b+yltvsb1yZQ4eO8YjjzzC4sWLcXNzY+HChXh5ecXbvW3btgBE2GyYTCZmzZpFs2bNaNOmDaNGjQJgGnDQPou1L8Do0bBwof5Hu2hRbBcIdElMPz8/gHgDWI1lmRnIGBmZuG2S7mVCCACuXoU+ffg2JgaACRMnUtMY91eoEMybR6uJE2kGRNpsPPbWW1htNp4CXi9TBl54Id1N6Gfvzrbg2jWoWBE+/BBee02vfPddqFmTsWPHAjpwMZvNjm5aPj4+6T5/RnvkkUcA2LZtW6LrFy5ciNVqpUGDBlSpUiXeutdff50NGzYkPn5ICCHs5GuNLHDh1185DMQAa2/eBHu3hSSdPQs+PlC1qh7zsmVLbBZk927CgON37gDQsWNHoqKi6NSpE3Xr1mWBfdD/tGnTHPX942rWrJkjRT927Fi6d+/uWNenTx+8y5blGvDTtWsAVCtSBAYP1l0evv1Wb/jhhxBnFudXXnkF0IP/DUZGJjO7lhkZmXLlyjmCKglkhMjDrl6F8+fh3DkYMICACxcIAFxdXXlm8OD425pMmEaMYOQnnzgWNSpYkB/GjcO0dy84oZR7z0GDsJjN+AMnrl+Hjz+G69f15Jf/+x+HDx92FBpYtmwZJ0+eZMSIEYwbN87RZTY7a9CgAWazmUuXLiWaDZ9rr8o20OgOLYQQqaWygZiYGLVnzx4VExOT1U3J+LaEhKjZFosCFKAeA6U8PJQKDEx6n0GDlNI9p2N/WrVS6tIlpby91Tb7sby8vNTt27eVn5+fApTZbFYDBgxQe/bsSbZJS5YsUV9//bWy2WwJ1n322WeOtgJqxcsvx6602ZTq1k23p0ULpaxWx6qbN2/GO87JkycVoNzd3TPt91ynTh0FqOXLl6vvv/9eAapz586Zcu7sdE2LnEmuISf76qsE76MT3NwUoLp06ZLkbjExMapl8+aqUoUK6sKFC05vVufOnRWg3u7RQ6n69ZUqUkSpXbuUUko9+uijClB9+/ZN8/Gz+jqqVauWAtTixYvjLQ8MDFRms1kB6syZM1nSNpEyWX0NidwhtddRSreXjExmW7yYrXHKSG51c4PwcHj+eRgxAnr21JVwjG327YPZs/X9KVPg8cehQAGdlalbFy5eZL+973D9+vUpVKgQq1ev5ssvvyQgIIB58+YlOjtyXL169WLYsGGJTsr2/PPPky9Ov25fo9sD6EGs338PBQvCtm26XKidp6dnvONUrFiR/PnzExkZyZkzZ1LySqVbYhmZPXv2JFtBRwiRC508Cfausri764qO3t78be/O1Lt37yR3tVgsbNm2jZOnT2dI1+nX7O+p361fz/VVq+DGDWjcmKNHjzoyFh988IHTz5tZksqGz58/H5vNRtOmTalYsWIWtEwIkRtIIJPZ5s1ja5yH56KiuAR6cOfkybB0KUyaBC+/rL8ztPehZtAgeP11PYh/3z6oXVt3QQD2FSkC4JgczMvLizfeeCNBn+O0KFGiBI8/+SQA7m5ulL/3mD4+MH68vv/OO7rbRiIsFgvVq1cHMmecTEREBMHBwQB4e3tTu3Zt3N3dCQkJcZRSFUJkYydOwIYNqd9PKVi+PPa9SCk9nuXuXejYESIiICKCq//9xzZ7l9iePXve97AZNcC8e/fuNGzYkLCwMCZNmgT2SmnvvvsuSin69OlD3Xvm7MpJjMlE7w1k5s2bB0i3MiFE+kggcy+l4lXhcqrgYEJXreKA/WFZ+0SV2x55BLp1gzfegPfe05mO6dPh4Ydh1SpwdYU4/bSpWhV27AB7gLHfXrKyfv36GdLsN998Ew8PD9p36JD4JEYvvQQtW8KdO/EG/t+rQoUKQML5XTKC0R87f/78FClSBDc3NxrYZ8Zu0aIFH330EdftgaAQIpvZuRPq19dli999V78vp9RXX+n3U19f+Owz+OEHWL8e8ufX76v2zPOyZctQStGgQYMsrQBmMpkcGZdvv/2W4OBgRo8ezaJFizCbzXz44YdZ1jZniJuRMbLhly5dYsuWLQAMGDAgy9omhMj5JJCJKyYGc8OGVH/22fRVEkvKokXstFqxoSvOPPzwwwBs9fLSGZkvv4SxY/U/XoAlS/Ttiy9C5crxj+XhAb/9RkxAAP43bwKxGRln8/Pz4/Tp0yxcuDDxDcxmPScOwObNSR6nTJkyAAQGBjq7iQkYFcu8vb0dXeamTJnCAw88QHBwMGPGjMHX1zfTurkJIVLo6FEdiBjliMeNg1deSdkXTEFBuvgI6AzM6NE6uw36y6A476NL7O+vvXr1cmbr06Rnz57Ur1+fO3fu0KlTJ8bbs9zTp0/PsPf1zFK7dm3c3NwICQnhlH0S5blz56KUomXLllLpVAiRLhLIxGU2Q2goBQ4fxnzP/Cjpcvu2rkz27ruObmUtW7akZcuWAGzdujX+9i+8AJ9+qu8XLKizNIkxmQiIjubu3bsUKlSIyvcGO05UunRp8ufPn/QGzZvr20OHEkySaTBKP1+5csXZzUsg7vgYQ5MmTRzjhqpWrcqNGzf45ptv4u0XHBzMNXuFNiFEJjt/Hrp00eNEmjTRX+4YY/GefPL+78mjR+v324YN9aTDJUvq5Y0b6665dhEREaxatQpIfnxMZombldm/fz8AEyZM4LnnnsvCVjmHm5ubIxjbvXs3NpuNH+xf1j3xxBNZ2DIhRG4ggUxcZjO2WbOwublhWroUxoxJ+7EiI/VMzkOH6nEkb78NV6+y1R4MxA1k9u3bR5jx7aPhnXdgwQJYuxZKl07yNMbkaHXr1s3aScLKltXP02bTk8klwghkMjsjE5fFYmHAgAFMmTIFgN9++427d+8CcOvWLerVq0fNmjUT/j6EEBlLKRgwAC5ehBo14N9/dXfb2bPBxQVmzYKPPkp6/1274Jdf9P1vvoGnnoJjx+DHH3XGO0632DVr1hAREYGPj0+2GX/Su3dvR/fXt956i5EjR2Zxi5wn7jiZlStXcuLECTw9PSWQEUKkmwQy92rcmHOjR+v7H3+sg4nUWrYMSpWChx6CadN0NzVfX6w//sgOFxdABzI+Pj54e3tjtVrZde+Hf5MJ+vbV30omw/j2Llt0PzCyMtu3J7o6M7uWJZaRievBBx/Ex8eHGzduOOZp+OKLL7h48SLXr1/naJx5cYQQmeDff3Uw4uGhvwQqXlwvHzgwNkAZO1ZPxnsvmy12Ismnnop9LypWTFeEtGdmlFLMnTuXF+yTWfbq1SvRao1ZwWQysWzZMlauXMnnyYw1zInijpP56quvAHjuuecoWLBgVjZLCJELSCCTiBs9emAz/ikOHKiriKV0sGl0tO6Tffs2eHlxeMAAJg0ZwvVNm/Bv1IjQ0FAKFSpE7dq1AeJ1Lzt06BD169enc+fO2FLYrc3IyGTUQP9UMT487NgRu+znn3Wm5sCBTO1a5sjIXLkCFSokCK4sFgtDhgwB4IcffiAwMJAvv/zSsV4qmwmRgc6f193G7OP7UCo2A/7KK/o9I64nn9TZGdCByqFD8devXq0LBBQsGFtFMY6oqChWrlzJQw89xKOPPsqVK1eoVq0ab7/9tlOfVnqVKVOGLl26ZJvgylmMQGbnzp2sXLkSk8nkmDhZCCHSQwKZJKjPP9f/PK1WPa/LgAE6OLmfv/7S/6RLlWL9L7/QbPly3vrxR6rXrMlH9m4RzZo1c1T/MgKZX375haZNm7J//37WrFmTcNxMYm1UKntmZHbs0B9MYmLggw/gwgX46SdHIBMUFJTiQC2tHBmZgwf178MoYx3H4MGDsVgsbN26laeeeorw8HDHuuPHj2do+4TI04YNg+HDoXt3Pah/xQrYvVtnY956K/F9vvgCOnTQ2/fvHzvXFsDixfr28ccJ9/Rk+PDhPPnkkzz55JP06dOHEiVK0LVrV1auXImbmxsfffQRBw8exOfegElkCF9fXwoVKkR0dDSgixtk5JhOIUTeIYFMUlxc9GDRqVN1+eMFC6BrV51xSYpSjvLDSzp35qE+fbhz5w4FChQgODjYUSXHCF7i3j9z5gzh4eEUKFAAgJkzZyZ6iqioKLZv386hQ4c4efIkN27cwMXFBT8/P2c86/SpV09PNBccrOeAWLUK7GWQWb2aUqVKYTKZiImJcczx4ixKKf777z/HP0pHRsYYuL9pU/xMEbr8tVGxaM2aNQD06NEDkIyMEBkmNFQHLqAn0u3fP3bsy0sv6W65iXFxgXnzoEgRCAiAjRv1cpsN/v5b3+/dm59//pkvv/ySmTNnMnPmTJYsWUJoaCilS5fmhRdewN/fnw8//BB3e9l6kfHMZjONGjVyPH4t7sTKQgiRDhLIJMdk0t3ENm/W/zy3b9fjZpKyejUcOMBSd3f6zZlDZGQkffr04cqVK3z++ed4eHgA0LlzZ8cuderUoZT9H/d7773HokWLAD1ZWGRkpGO7FStW8Pjjj1OqVClatGhB7dq1qVatGgA1a9bMHv+U3dx0tSDQr9WMGbHrAgJwvXKFEiVKAM4fJzNx4kQaNWrECy+8QExMjKP7Wrm45/niiwT7vfjii4773bt3Z/DgwYBkZITIMMuWQVQUlCkTOx5m1y49z8v9unoVLw6PPKLv//mnvt27V39hUrAgdOjAYnt2ZuDAgUycOJEvv/yS7du3c/nyZaZNm+Z43xSZy+he5ufnR4cOHbK4NUKIXENlAzExMWrPnj0qJiYmq5uSdFvmzlUKlDKbldq0KfGdO3ZUClQ7b28FqMcee0xFR0c7Vl+8eFFtSmTfEydOqH379jnOX65cOQWohQsX2k89VwGOn+LFiytPT0/H4xEjRjjluTvFiBH6derfXylXV33fy0vf/vyzql27tgLUihUrnHbKCxcuKA8PD8fr8ddffylAWSwWFQNKWSz6/CaTUgEB8fa1Wq2qVq1aKl++fOrgwYPq0KFDClCenp7KZrOluU3Z6ZoWOVOuvYYGDNB/j//7n1LLlyvl4qIfv/lmyvbfuFFvX7iwUuHhSr33nn7cr5+6ceOGslgsClAnT57M2OeRQ2SX6+js2bOqe/fuif4PFNlbdrmGRM6W2usopdu7ZEn0lBM98ggsXw6//gqPP65Lep46pX+io/Xka2vXEmo2s8WeDfj4449xcYl9icuVK5doFa0qVao47lssFgYNGsTEiROZOXMmbdq04dVXXwVg0KBBvPrqqzRt2hSz2UxQUBCBgYHZo1uZwRgnY68ERr160LOnrja0Zg1eXl74+/s7dcD/yJEjCQ8Px2KxYLVaGTp0KABeRYtiuX4dqleHSpVg6VKYPDl2wlF0l4dNmzZx584dypcvz93QUEwmE7du3eL69euUNOahEEKkX0SErk4Guipj48Z6fMvChfD++yk7RqtWuhjA+fP6bzpOt7Lly5djtVqpWbMmDzzwQIY8BZE2FSpUYOnSpVndDCFELiNdy1Lj66/hgQf04PWuXXV1ncmT9ZwFP/4IwLrWrYmJiaFKlSpp/kdq1NZfunQpQ4YM4dq1a9SsWZMZM2bQokULLBYLJpOJMmXKUL9+fdzc3Jz2FNPNCGQMgweD0ZVuzRq8nFyCefPmzcyePdtRurRw4cKO8TfehQrpjapUAWNOhl9/jR23Y1e0aFHKly8PUVHka9MGH3shBuleJoSTrVqlB+uXLw/GmInu3XV1w6JFU3YMs1l/mQS6QtnBg3qOmO7dHeMQs8Mkl0IIITKeBDKpUagQzJmj/wlXqwa9esGIEfDee/rn009Zaa/E0rVr1zSfpk6dOtSqVYuoqCgWLVqEyWTip59+yh7jYO7HmBgT9JiZxx6DZs10//Vr1yhjn7TTGYGM1Wpl2LBhALzwwgs8+OCDjIkziWk5YwK8Bx7Q3+I2b64nKu3VSw84vtecObB/P1VjYgAZ8C+E0xlzwPTtq8cgppURyOzdq29btSKqYEGWL18OSCAjhBB5hQQyqdWoke7SEBAAS5bAxIm629TYsah33mH5+vWAnnAxrUwmU7wZj4cNG0bzezMd2ZnR1l699OBcV1do2xYArxs3AOfMJbN06VIOHDhAkSJF+OSTTwB45ZVXqFGjBgDljfKsVaroD00zZkCJEvDff9Cnj+4OaFDKUQzAGAqcnTIyu3btSndgdevWLf75558ML30tRKKiomK7gfXrl75j+fnpbquG3r3ZsGEDoaGhlClTxjGwXAghRO4mgYwTnThxgrNnz+Lm5ka7du3SdazHH3+cQoUKUbVqVT799FPnNDCzjB6tS6qOGxe7zN69zOvsWcA5GZljx44Bek4Coxqaq6srs2fPZsCAAbxofONrjEHy9dXjnAoWhHXr9Le69uwLK1Y4Jtmraj9+dsnIXLx4kVatWtG+fXuscefOSKVBgwbRq1cv5s2b58TWCZGM27fhq6/gww/h1Vf1BJilSkGLFuk/dpwve+jVi7/tQVLPnj0xm+VfmxBC5AXybu9EK+xzI7Ru3ZqCBQum61je3t6cPHmS//77L93HynR16uiJQatWjV1mD2TK2IMPZ2RkjLliypcvH2953bp1mTd7NtXt64lTTIFGjfS3wm5uuptL//46M2Of/4euXWMzMgEB6W6jMxjz41y6dIm9RleaVNq/f7+j283OnTud2TwhEhceDg89BG+8ocvW28cR0revHtOSXk88AaVLQ+fOqMqVHYGMMTeUEEKI3E8CmXtcuXKFmzdvpmnflStXAukbHxNXqVKlKGQMWM/patSAsmXxiooCEs/IhIaG8sEHHzAubiYnGY5JL729E668dEl3ZXF11WOa4mrfXk9w6u6uuwc2bw4bNugJ96ZNo2rhwgCcPHEiW3TDOuTv77i/evXqNB3jizhz6Bw5ciTdbRIiWdHR+kuCbdv0HFwvv6yLo4wcCR9+yMGDB3nppZfSNzFu6dK6m+/y5Rw4cIALFy7g4eFBx44dnfY0hBBCZG8SyMRhs9moXbs2TzzxBHfjjp9IglKKdevWcf78ee7evct6J4yPybVMJujWjTL2h3fu3OHOnTuAfh0XLFhAjRo1GDt2LO+++y6nTp267yGTDWROntS3lSrpAOVePXro7mSFCsH+/XrZ44+Djw8VW7fGAoTfvcvleyqcZYXDmzY57q8xxhikwtmzZ5k7d67j8dGjR53SLiESZbPBM8/obpz58+sJMKdOhW+/hQkToEwZRo4cyQ8//MCkSZPSdy43N7BY2LJlCwBt2rQhf/786X8OQgghcgQJZOIwmUwUKlSIK1eusNCorpOMb7/9lo4dO1KhQgVq1apFREQEZcuWpVatWpnQ2hzokUcoBBSwPzS6l7366qv079+fS5cuOTbduHHjfQ+XbCBjBEJxu5Xdq107PVbGKEhgn1XctW1bKts3yQ4D/g/Hychs3b2b8PBw/eDkST3WYOrU+DvcvQt//KErOinFl19+idVqpbF9TpwLFy5wx+h2J4Sz/fADzJqlv0BYuDDBeJioqCg2b94MxHbHTS+ju2TTpk2dcjwhhBA5gwQycZhMJgYPHgzA9OnTk91WKcU333zjeGxkELp27YopPWVFc7P27aFkSbzsDwMDAwkODub7778H4L333mP48OEAbNiwId6uc+bMYffu3Y7HUVFRBAUFAffJyNxvLp9GjeDoUT0XhTGxaOvWsQP+s3icTExMDMfsz7MgEGWzsWn2bN1t7tFHYft2XVwhLCx2p/ffh6eegoYNCfb25qdvvwVg3LVrlLJvcszXV5cMzwZd50QOY7NBUkUn7twBowT6xIl6vq177Nq1yxGM79u3z/F3nB4SyAghRN4kgcw9Bg8ejMXeVcEYSxAREcH777/PqlWrHNutX7+eEydOUKhQIU6fPs0vv/zCG2+8EW8eE3EPFxfo18/RvSwwMJB1q1ahlMLPxYWxI0Y4xhdt3LgRpZTj/qBBg3jkkUcchwoMDEQphZubm6NiWTxGIJNcRsZQsiRUrx77uEEDqhmTYqZmYLxSOsPz4IOY3dwoah8zlR4nDx8mSikKAAOKFAFg9eTJOlj57z+90e3beg4c0B8kf/yR3cD/zGaaXb5MuM1GPaBj9+7UsL8eR8LD4dNPdVEGIVIqIkLPodWkCdy6lXD9l1/C1av6C4SXX070EOvWrYv3OO77qkEpxeXLl7l27dp9m3Tjxg1HhcEmTZqk4EkIIYTILSSQuUfZsmVp3bo1ANOmTUMpxZAhQ/jkk0/o27cv586dc6wDXSa5UqVKPPvss3z55ZeJZwdErIEDHRmZKxcv6g/lQOeYGFi1ihYtWuDi4sL58+c5ay/VPGvWLECP9Qi1T2RpdCsrV65c4hmw1AQy93Jzo6o9k3MibpWwq1f1DOSPPQazZ8ff5/x5PfFnx46wahUmm40S9lnG0+PQokUA+Lm60mXECADWHDnimPPGqAaH/Xrkjz/49dYtmgATbDZOAvldXZn444+Yli6lRqdOABytX19vv2xZutso8pB9+3S3zb179ZiyuBm9a9diq/99+qnurpkII5ApV64cEL972ZIlS2jSpAmenp6UK1eOChUq3LfK3q5duwCoUqUKxYsXT+szE0IIkQNJIJOIvn37AvD777/z6aef8ueffwIQFhbG0KFDCQoKYpH9A+bQoUOzrJ05UuvWlPHwACBw2TJW79kDQGeA1aspUKCAYzK7jRs3Eh0dzYIFCxy7n7QHKMmOj1EqfYEMUM3+ze7OgACeatiQFoUL80np0vD88zqIefZZOH069nwvvAC7dunBzYMGAVDwwIH4k26mwWF7AQm/8uXp+OKLABwEgpSCIUNg5kz9gXH3bti7F+tXXzHWvu9DDz3EnDlzCLx2jY7PPw9AzZo1AThq/x2wcqV0LxMpd/Bg7P1ly+CDD2Iff/qpzgg2aAADBiS6e3h4ONu3bwfg448/BnS1R6vVyqVLl3j00UfZvXu34wuLiIgI+vbtm+y8U9KtTAgh8i4JZBLRrFkzKlasyM2bN3n//fcBGD58OO7u7qxYsYK+ffsSHR1N06ZNqVu3bha3NoexWPCyv2Zb163jLOAKtAFYvRqUom3btoAOZNavXx+vRKsx+D7ZQObKFT2HhdkMFSumqZm+3boBcDUqij/27mV7aCgfAOdq1YLatSEyEuwZEpYu1QGBm5v+xvrPP1GlS2OOjIQdO9J0fsOhw4cBqNWoESVLlqS+ry8Aa8qV0914SpXS83IAPPss/wYEcBooWqQIf/31FwMHDsTT09NxvBo1agBw9OpVPTHo1auxVduEuB8jkKlTR99++qnOzLRvH1t0YsIE/beXiG3bthEVFYW3tzdPPvkkhQsXJjg4mL179zJmzBju3r1Ls2bNOHz4MNeuXaNmzZpcvnyZfv36ERkZmegxJZARQoi8SwKZRJjNZp577jnH42effZaJEyfygf3bx23btgHwov0bcpE6Xu3bA7DZ/rh5o0YUdHWFc+fg5EnatWsH6AH/ccsGA46+8CkqvVyhgg4u0qB8796ML1KEJ0wmPnngARr5+KCAn/r00eNRLBZYvBj++UdP+AcwfDj4+oLJhLI/R5M9o5KAzQaHDsH8+fDJJ7o07b0f1EJDOWwP4vzsgVXn3r0BWNWmDRSw138zrsODB/navuvzQ4ZQwFgfhxHInDp9mkj764yTKkeJPMCooDdypL7eQVco27ABYmJ0JsbefTExRreyDh064Orq6pjz5auvvuKXX34BYOLEidSsWZMSJUqwePFiPD092b59OwMHDmTmzJns2bOHKPt8VEopR9cyCWSEECIPUtlATEyM2rNnj4qJicnqpjjacvnyZVWuXDnVoUMHFRERoZRSKioqStWtW1cBytPTU4WFhWVxa3Om5cuWKcDxM3bsWKXatlUKlPruOxUaGqosFosClIeHhwJU586dFaCeeuoppZRS/fv3V4D6ql07pSZMUOrYsdgT/PCDPlbnzulraESEUrdvK6WUmjt3rgKUl5eXioqKUuqNN/Q53Nz0bdmySoWGOna1TpumFChbixaJH/uxx/R+cX+aNFHq3DnHJneXLFEW+2t04cIFpZRSa9euVYAym83q559/1hvabEpVq6YO27c1m83q7NmziZ7WZrOpwoULK0D5v/eePm/r1ul7nbKD8HCl3n5bqenT9e8tF8hO74tKKX2dFS6sJoP6ecwYpaKjlfr0U6XeeUep339XatcupazWZA/RtGlTBahff/1VKaXUtGnT4r0X9OrVK8E+y5cvVyaTKd52tWvXVqGhoerEiRMKUG5uburu3bsZ8rRzumx3HYkcR64h4QypvY5Sur0EMsm0xWazKZvNFm/9vn37VLVq1dTkyZOzqIU53/79++N9KNmxY4dSn3yiP1Q//LBSKvYDD6DKlCmj5syZowDVrFkzpZRSzZo1U4BaEDcQqFRJqeLFYx8PHeq0NkdGRqpSpUopQC1cuFCpkBClSpaMPdfMmfG2jzl+XAcyLi7xAhyllFJnzyplMsUGL088oVTRovpx8eJKLV6sVEyMOvj00zpodnNzXIc2m009//zzjtdm4sSJ+phffaWG2pf17ds32edivLbzvv1Wn9PFRambN5PeYccOpZ55RilnXvPh4Urt368/HDvDN9/E/i7KlFFq/PgcH9Bkp/dFpZRSZ8+qo3H+bteuXZuq3W/evKnMZrMC1Dl7wH727FnH8cxmszp06FCi+65atUq9+OKLqm3btqpgwYIKUK+99pqaOXOmAlTTpk3T/fRyq2x3HYkcR64h4QwSyOTBtuRWQUFBjg8vnp6eKjo6WqmdO/WHUE9PpaKj1ahRoxzbDBs2zBH8FC9eXCmllLe3twLUTlCqXDmlXF3jZzceeECpbduc2u7//e9/ClBdunTRC379NTajcc8H8pjoaHXXy0uvX748/oGMTEiHDrHLzpxRqmHD2PaXLKlm2z+wtahaNd7uNptNvfXWW47Xp0WLFuqFIUOUh7u7AtSGDRuSfR7PPPOMAtSYMWOUqlZNn2/hwvgb2WxK/ftvbKbM+ImTMUqzO3eUqltXH+/999N/PKWU6ttXHy/udTB4sHOOnUWy3XvR33+rX+IEMpUrV05VVvqff/5RgKpSpUq85TVq1FCAGpzC39fKlSsVoEwmk2rZsqUjqBGJy3bXkchx5BoSzpBRgYyMkRGZrkSJEljs87R06NABFxcXaNgQihbVc1Ps2eMY8A/wyCOPUMVefSw4OJhr1645qhh5gx5cfO2aHuuxb5+unHTyJDRv7tR2DxkyBNDzXpw+fRqefhp27tSD/e8tAW0yEdqokb4fd96M6Ghdwhlix7aALkqwZYseb1OkCFy7xqE7dwCodU/ff5PJxOeff864ceMAPWZr+o8/Eh4ZSZ06dWjTpk2yz8Mx4P/o0dgJC41xMjEx8OefUK8edOsGGzfqqmglS+r195adTi2ldMW3Awf047Fj4Wv7yJ6jR/U527ePP8Hn/dhsup2gC0bYJ1jl9991WWzhHAcPErcQ8unTp/nwww9TtGtMTAxffvkloP/m45o4cSKDBg3is88+S9GxunTpwtNPP41Siq1btwIyPkYIIfIqCWREpjObzZQuXRqAzsY8KBYLGB9wVq+mTZs2VKxYkcaNG9OiRQsKFCjgmHdi8+bNWK1WLEBp0FXEPD3hwQf1B/BEBrk7Q+XKlenSpQsAP/74o17YpAkULpzo9qH2MtLxApmlSyEwUFcb69Mn/g758sVOKLhmDYftc9n4GceJw2Qy8c4773D06FFmzpzJ+++/zzPPPMNPP/2U+Lw6cRglmI8cOaJfM9BFC55/HsqWhSee0NWpChTQA7pPn9bVqUCXe06PCRP0JJyurvDUU3rZ66/rktV168Ly5Xrg+N9/p/yYR45AcDB4eOjgdehQHQzFxMCUKelrr4jl7+8IZJ599lkAJk+ezB57CfXkjBo1inXr1lGgQAFef/31eOu6devGrFmzKFWqVIqbMnny5HjbSyAjhBB5VGpTQzdu3FDt27d3DD5WSqmAgADVt29f1ahRIzV+/PgE40qclT7KDNmpLbnZW2+9pXx9fVVQUFDsQmOQvn3weXR0tO52ZteuXTsFqFdeeUUBqjwoZbEolYmDfP/66y8FKF9f32S3i4mJUQf+/Vc/H5NJqRs39IoHH9TLRo2677mqVKmiALVmzRpnNN3h5MmTClDu7u4q5tYtpdzd43cfK1lSqbFjlQoOjt3pxo3YwgYHDuhlN28q9eqrSi1bFv8E588r9eyzSu3eHX/5v//Gjg364Qfdfe211+Kf2+iO169fyp+QMT6mU6fYZcuX62UFC8a+9jlMdnsvCvP1jVd84tFHH1WAql+/vrLGGeR/7do19fzzz6sxY8ao/fv3qz/++MPRHW3+/PlOa49RgKNcuXKp/p+Tl2S360jkPHINCWfIFmNkgoOD1SOPPKKqVavmCGQiIyNV+/bt1fvvv6/OnTunhgwZkup/VtnpjyQ7tSXPOXky9gNt9er6w/6sWUrNnq3U7NnqhccfV4CqWbOmAlRzUKpmzUxt4qVLlxSgLBZLslWSjOvI5uurn8+QIUotWRL7/E6dSvY8hw4dclRqCgwMdOpziImJUe728TQnT57U41Rq1FBq2DCl1qxRKioq8R2NcShvv62DkIEDYwOfuAPrn3hCLy9RInZMzfHjevwTKPXCC7HbWq36vLVr63E6e/bobTw8lErp+Iv+/fU+n3wSu8xm08cEpcaNS7jPrVtKrVih1MGD2bYoQLZ6L4qIUJvs12PZMmWUUnqsm1EB788//3Rs+sQTT8Qr5mH8vPfee05tks1mU3///bfat2+fU4+b22Sr60jkSHINCWfIFoHM008/rX799dd4gczq1atV48aNVXh4uFJKqaNHj6pHH300NYfNVn8k2aktedKQIQkH7tt/vihZMt4HowGg1COPZGrzbDabKlKkiALUwYMHk9zOuI6sb76Z8LkYxQLsAgIC1D///OO45oKDg9UDDzwQv7CAk9WpU0cBaunSpSnfaeFC3f5y5ZT65Zf4z2nGDL1NYGD831+DBkoFBelACZRq0SL5DJrNplTFiokXIEhqe6N63ObN8df9/rteXrp0/GDl1CmlKleObaPJpFT9+kr5+6f8tcgE2eq96L//1Bf2v7uH7ZUFlVLqk08+UYCqVKmSioyMVFu2bHEMxO/atavKly+fAlTPnj3jZW1E5slW15HIkeQaEs6QUYGMS2q6oY0dO5by5cs7BhkDHDt2jLp165I/f34AfH19OXXqVOr6t9lZrdY07edMRhuyQ1vypO+/h/HjMa1YAUuXYrpyRS/fsoVq167F29QbsPn5oTL5d1WjRg22b9/OoUOHHONN7mVcPzEff4xLvXqY/v5bD6gPD8f2xhtgXx8WFkabNm0ICgqiUaNGfPvtt7z//vucOnWKihUr8vvvv2fItejj48PBgwe5cOFCyo//4IOYixTBdOkSasgQTIDy88N0+DDq66+xPfEEpu+/xxwdjapdGwIDMe3di6peHVNICKpsWWxz54KLi+P5J8bUpw/mKVOwLViA6tUr+TYdOYLl2jVUvnzYGjSIf9wBAzC/+y6mCxdQjz2G7YMPwGTC/NBDmAIDUcWKgc2G6eZN2LcP1aYNtqVLIZuMt8hO70Wm/fsd42MaN27saNOwYcP49ttvOXPmDFOnTmWmfQzV4MGDmTZtGmFhYRw4cIDGjRujlMoWzyWvyU7XkciZ5BoSzpDa6yil26UqkClfvnyCZXfu3Ik3u7rJZMJsNnPr1i08PT1Tc3j8jVmjs4Hs1JY8yddX/9hVffllqtpn8DZ4A6cLFODW/v2Z2jSjUMG6deuoVq1agvVKKa5evUqpUqXwDwgAPz/w88M0fDiW0FBiSpQAe5tnzpxJUFAQAHv27KFZs2YA5MuXj3HjxnHx4kUuXrzo9Ofg6uoKwL59+9ifitfPp317Si5ahMlqJbRBA05PmEDtHj0w79vHqZ9+otLUqZiBM4MGEV2sGNVeeQVTSAg2V1cCxo0jPCgI7M83KQVq1aI6YFuyhIO7d6PsbU1MifnzqQCE1q7NiaNHE6wvPngwFceMwbRoEZZFi7C5u2OKjCS8ShVOfPstMcWL43r1KpXfeYeCBw9Cp06cmjiR0GwSzED2eC/yXrvWEcgUK1Ys3jXzzDPPMH78eN5++22sVisFCxZk4MCBjm08PDw4fPhwprdZxJcdriORs8k1JJzB2ddRqgKZxFgsFtzc3OItc3d35+7du6kOZGrXru0oy5tVrFYr/v7+2aItIpapf38q79qFGbDZl3kDlXr2BHt1r8zSunVrFi9ezI0bN6hXr16C9VOmTOGtt97iscceY8aMGUleR+Hh4cyaNQuATz75hIMHDzJv3jwAZsyYwYABAzLsOfj5+bFo0SJMJlOizyFJb7wBixahihTBY8ECapUvr6uc/fwzVceMwRQcjCpblgpvvgmurigXF/j4Yxg3jmqPPpqyc9Spg3rvPVyuXKFucHBsiehEmCZMAKBgt26JP4969bA+9BCmiRMxLViAOTIS1bQp7v/8Q61ixWK3a9UK1a8fljVrqPrmm9g2b9YlwbNQdnovCjp/nguA2WTi0UcfpWDBgo51fn5+LFiwgBMnTgDw8ccfJyixLLJOdrqORM4k15BwhtReR8b295PuQMbT09PxD8wQFhbm+MY3NSwWS7b5I8lObRHAQw/hPnIkFUwmzigFgLe7O5YqVcCcuVXEa9WqBeh5WO69RoKDg/n4448BmDVrFh07dmTw4MGJHuenn37i6tWrVKpUiZEjR+Lq6sprr73G3bt36dixY4Y+B6OU9ZUrV1J3nbdpA8uWYapUCUvFinrZa6/Bzz87ugGaXn4ZS758et1zz8Fzz5F8Qeh7WCzw8MPw/fdYFi+G7t0T304p2LQJAHOHDnq/xDRtqks+nzgB27Zh6t8fy70lugsX1qWx+/bF9O+/WJ58EvbuzbBS3qmR5e9F58+zy55d8XvggQRfUFksFsaPH0+/fv2oVasWr776qrx3ZkNZfh2JHE+uIeEMzr6O0v0JsHbt2hwwJrcDLl68SFRUVKqzMUIky88PypWjmj2IAfD29c30IAZi52E5ceIEUVFR8daNGzeO27dvU8D+Afjll19m165dHDhwgMcff5w6deowZswYLl68yOeffw7A6NGjHYF/y5YtMzyIAShTpgyAY2LRVOnWDeyTagJQpw60a6fvu7vDCy+kv4H9+unbxYshNDTxbY4d093U3N31fD73U7WqnsQ0qeDE3R3++APKlYPjx3X2KY+6fv06/R5+mCY+PmyoVo2d9slZm7Zqlej2ffv2ZevWraxbty5NX2IJIYQQaZHuT4GNGzcmNDSUxYsXAzB9+nRatGghUbtwLpMJunalqvEQ8GrQIEuaUq5cOQoXLkxMTEy8bOS5c+f49ttvAZgzZw5t27YlMjKS9u3bU69ePWbNmoW/vz8fffQRFSpU4MqVK1SoUIGnjIkhM5GXlxegMzJO8e67Oqh86SUoWTL9x2vbFsqXh+vX4ZlnwGZLuI29Wx5t2+rJRJ2hWDEdzJhM8NNPsGCBc46bg+zatYsGDRqwcPFidl+4QPvISKba38+btmyZ5H4tWrSgpDN+90IIIUQKpTuQcXFxYezYsXz44Ye0aNGClStXMmLECGe0TYj4HnwQY2h9GcC1Tp0saYbJZHJkZY4cOeJY/uGHHxIVFUX79u3p2rUrY8aMoUaNGoSHh2M2mxk4cCDTp0+nfv362OwfzEePHp1gjFlmMDIyV65cQcXJcqVZp0466Jg0Kf3HAl3ZbN48cHODhQshTqVEAKKjdaAB8PzzzjmnoX17GDVK33/hBQgLc+7xs5no6GjWrl3L1KlTeemll2jdujUXLlygKvC8qysmk4lQe/WYptmoCIIQQgiRpjEyAQEB8R536tSJVatW4e/vT4MGDSgWdxCtEM7SqRP1TSZQiuoAtWtnWVNq1qzJjh07OHz4MAMGDODQoUP8/vvvAEyYMAGTyUTBggVZuXIlCxYsoGfPnjxgL0rw/PPPs27dOi5evMiTTz6ZJe03ApmoqChCQkKc8zdbtGj6jxFXs2bw3Xc6UHn/fahbF3r21Ov++QeuXIFSpaB3b+eeF3SBgt9+g8BA2L07tutcLjR48GBH2WTDw8AMwPPPP3nex4c333yT/PnzJ1luXAghhMgK6R7sbyhdurSjLK0QGaJoUVo2a8Y/27dTB7I0kPHz8wNiMzITJ05EKUW/fv3izbNRtmxZ3rhnrIXJZMqUcTDJcXd3p1ixYty4cYPAwMDs++XDc8/Bvn0wdSo8/jjs2gXVq8O0aXr94ME6a+Nsrq7QooXuWrZzZ64OZDZu3AjoL6Qa1KhB01mzeDg4GNPgwTBgAE2Bbdu2ZW0jhRBCiERk/khpIdLB1LUrPQCfEiX0t/FZJG7XsqtXrzJ79mwARo4cmWVtSq10DfjPTF9+qaulhYbq7Mu+fbBqlV43ZEjGndfoRrVzZ/Lb5WC3b9/mwoULAMz78UcmHDtG3+BgTFWrwldfZXHrhBBCiORJICNylkGDoFAh6NtXD8jOIkYgc/z4cb799luioqJo2rQpTVJSPSubcPqA/4zi6qrLJ5cvr6uJtW2rl3fpApUrZ9x580Agc9Q+iahXyZIU7dQJVq/WhRNmzYI4c8UIIYQQ2ZHTupYJkSmqVoXgYD0YPAuVL1+eggULcufOHSZOnAjAa6+9lqVtSq0ck5EBnX1btAhatYotx/ziixl7zoYN9dw0ly/DxYvg7Z2x58sCRtfImsHBcO0aVKwI8+dn+WSgQgghREpIRkbkPK6uWZqNgfiVyyIiIihTpgz9+/fP0jallpGRyRGBDOgP10alsvLlYwf+Z5QCBcA++WluzcocPnQIAD+bDR56CP77T4IYIYQQOYYEMkKkUdwKTi+99FKWlFFOjxzTtSyuxx+HrVthwwYd0Ga0XN697Mj27QDUdHPTmZjsWvRBCCGESIQEMkKkkVG5zNXVlRecMZt9JstRXcviatEiY8fGxJXbA5nDhwGo2aoVeHhkcWuEEEKI1JFARog06tatG/nz5+eNN95wBAU5SY7rWpYVjEBmzx6IicnatjjZndu3OXf7NgA1n346i1sjhBBCpJ4M9hcijWrWrMmdO3cwZfF4nbTKkV3LMlv16rpKXmgoHD6sJ+XMJY7+9RcApU0mij/ySBa3RgghhEg9ycgIkQ5msznHBjJGFunWrVtERERkcWuyKYsFGjfW93NZ97Ijc+cCULNUKV1yWQghhMhhJJARIo/y9PQkn/0DrHQvS0ZGjpPZsQP69YPmzSEoyPnHT4rVypFt2wCo2ahR5p1XCCGEcCIJZITIo0wmkyMrI93LkmEEMtu3g1Kp2/fKFfjkE7g3UDx+HNq10wHMwoU6oJk5M+1ttFrhiy90+eSU2LKFw2FhAPg9+GDazyuEEEJkIQlkhMjDZMB/CjRrpruYHT0Kjz4aOyHn/YSHQ7du8P77MGpU/HXPPw8bN+oS0vXq6WUrVqS9jQsWwMiR0KEDBAQkv61SMHUqR+wPa9apk/bzCiGEEFlIAhkh8jAZ8J8CpUvDd9+BiwvMm6czNEePJr+PUjBkCOzbpx8vXgx37+r7Fy/C5s16Uld/f5g9Wy/ftAnsWZJU27JF396+Db17w61bSW/7zTeE/fUXZ+0P486HJIQQQuQkEsgIkYfl2LlkMtsLL+hAo1w5HcS0aQPnziW9/eTJMGuWzuQULaqzOMuX63X2amG0agW+vvqnQgWIitJZmrSwT2yJxaIzMk8+CTZbwu3Wr4fhwzkGKKBkyZKULFkybecUQgghspgEMkLkYdK1LBWaN4e9e6F+fbh+HR5+WHcfu9e6dbqbF8CUKfDss/q+vUqY49YoeWwyQdeu+n5aupdFRMD+/fr+nDng7g7//AMTJsTf7tw5GDBAD/Rv0QKQbIwQQoicTQIZIfIwGeyfSqVK6W5iJUvqbmNDhsQvABAcHJsNeeYZeOUVGDhQr/vnHzhyRFc/M5uhf//Y/YwB92kJZIzJOsuU0RXQvvtOL//sM7hxI3a7V17R7WvYUAIZIYQQuYIEMkLkYZKRSQMfH909zGLR3cfee08HEkrpQfyXL+vuYt9+q7MtjRtDpUo6e/Pcc/oYbdvqwMPQoYMeg3PiBJw+nbr2GN3KmjfX53vmGahdW3dnmzJFr9u0CZYtA4uFsJ9+Yu6CBQD8v707D46ySvc4/n2zJ+yhSV32ZQwJS9hBIKAsCQxBQNk3TQ1wB7xQKjCAw4gzJdZFBpgbnSpZRtCroCwCBhGhCJTEEQYoQEgkCQ4EMOzchCUQTDrp+0fTDdnTSUOnk9+nyor9vqfPe7rr8ZgnZ+tYhQ74FBGR6keJjEg1VlUSmfT0dMaOHcvChQvLNbp0584dNm/ezOTJk5k2bRpms7nkNzz//KMk4b//G7p1s+5M9tVX1p3IvvgCatSw3jeMR9PI/vUv60/bKI1NnTrwcJSEPXsca/zjiQxYR3veftv67++/DxkZj3ZN+8//ZNGnn5KamkrTpk2ZOHGiY88SERGpRJTIiFRjtqll169fJzc318WtKb9169axZcsWlixZQosWLZgxYwbpj0+rKsLly5dZtWoVQ4YMwWQyMW7cODZs2MDatWv57rvvSn/ozJmwbh0EBsLJk9ZzXMA6patz5/xlH09cPD1h5MjC9ZVnnYzF8ig5siUyYK2/fXvrLmbDh1vLBARwZNgw3n//fQBWr15NrVq1yv4sERGRSkaJjEg1FhQUhGEY5OXlcePGDVc3p9y+//57wLoL16+//srq1auZMmVKseWXL19O48aNefXVV9m9ezc5OTm0bt2a4OBgAI4ePVr6Qw3DupA/ORleecV6behQmD27cNlOneBh3QwYYF1jU5Btncz+/dYdzMriwgXroZteXtC166PrHh7W82vAvjVz9muvMXXBAvLy8pg0aRJDhgwp2zNEREQqKSUyItWYl5cXQUFBABw/ftzFrSmfvLw8eyLz9ddfs2fPHgzDIDY2lqQiznu5cuUKix7+kv/ss8+yZMkSkpKSSElJYfr06UAZExmbBg3gf/8XrlyB2FhrElGQYcDcudafb7xRdD2dOlnPrMnMtE5RK8ovv1injX36qfW1bVpZ587g75+/7OjRYFvMX78+H9auTWJiIiaTiRjbtDgRERE3pkRGpJr77cMpTZMmTSIhIcHFrXHc6dOnycjIICAggC5dujBo0CBGjBgBWEdeCvrrX//KgwcP6N27N4cOHeLNN98kNDQUgO7duwMOJjI2//Ef1mljxZk+HXJzISqq6PseHjBjhvXfFy/Ofw5MSgpER0OrVtZ70dGwcmXh9TEF6/uf/7EmWjEx7Ni7F4C33noLk8nk+OcTERGpZJTIiFRzH374Ib179+bWrVsMHjyY1NRUVzfJIbbRmF69euHt7Q3A/IfnuKxfv57Lly/by169epVVq1YB8Oc//xnDMPLV1aVLFzw8PEhLS3syGyAUeF4hr78OtWtDYuKjUZlTp6zTxj791Lo7Wps21uszZ1p3TYOiExmAQYPg+nWyx47lXw/X0kRGRlb8c4iIiFQCSmREqrmAgAB27txJ+/btuXLlCpGRkVy8ePGJPS8vL4+FCxcSFhbGhQsXKlyfLZHp27ev/VqvXr3o06cP2dnZfPDBB/bry5Yt48GDB/Ts2bPIX+hr1qxpP1ulXKMyFVWvnjWZATzefRfPW7fwGDUK7t2zJiuHD8NPP8F//Zd1of///Z/1fT17lljt8ePHycrKon79+rSxJUIiIiJuTomMiFCvXj327NlDy5YtOXv2LOHh4SQnJzv9OWazmd/97ncsWbKExMRE1q9fX6H6LBYL8fHxQP5EBmDevHkArFy5kjNnzpCYmMjKlSuBokdjbCo0vcwZ3ngDatXCOHWKNtHRGKmp1illO3dCjx7WUZ0PPni0E1qjRtC8eYlV2pK9Pn36FPu5RURE3I0SGREBoFGjRsTHxxMaGkpaWhp9+/bl2LFjTqv/wYMHjBo1ik9tC9WBvQ/XbZTX+fPnuXTpEl5eXvQsMCrxwgsvEBoayp07dwgJCSEsLIysrCx69OjBYNsOYUVweSITGAivvQaA76VLWGrUsE4zCwx8VMbT0zrVbMkS689SkpOiRq1ERETcnRIZEbFr0qQJ33//PV27duXmzZv89re/JSsryyl1L1iwgB07duDr68vf/vY3AA4ePMi9e/fKXaftF/SuXbsSEBCQ756HhwdLly6lXr16+Pn54efnh8lkYvny5SWOSjyeyFgslnK3rUJmz8ZSuzYAeR9/DGFhhcv4+MCbb8LAgSVWlZeXxz8fbsGsREZERKoSJTIiko/JZGL//v00atSImzdv2qduVcSvv/5qH4n54osveOONN2jevDk5OTkVqr+0kYbhw4eTnp5OVlYWWVlZ3Lhxo9Rf5jt06ICPjw/p6emcO3eu3G2rkPr1yTtwgJQ1a4o+PNMBj+/q1rngQZ0iIiJuTImMiBRSu3Ztoh5uE7zbkZPmi7Fr1y5u3bpFkyZNGDFiBIZh2BfbPz697PDhw2zfvr3M9doSmeeee67CbbTx8fGhU6dOgAunlwGEhZHZpUuFq7Elio/v6iYiIlIVKJERkSLZzpdxRiJjW9Q/ceJEPB4eGFkwkbl27RoDBw5k5MiRnDx5stQ6r1+/TkpKCgDh4eEVbuPjXL5Oxom0PkZERKoqJTIiUqSBAwfi6elJcnJyhbZJzsjIYOfOnQBMnjw5X/2GYZCYmMiVK1dYvHixfb3Mrl27Sq13//79ALRv357AxxfCO0FVSWQsFssTGbUSERGpDJTIiEiR6tata98JbM+ePeWu58svvyQ7O5uwsDDCHlu0Xr9+fbo8nDq1evVqVq9ebb9XllGg2NhYAIYOHVruthXHlsgcO3YMs9ns9PqfFtuubt7e3jz77LOubo6IiIhTKZERkWI5Y3qZbVrZ46MxNhEREQC88847mM1m+2L0gwcPcufOnWLrzM7O5ttvvwVgxIgR5W5bcUJCQqhRowb379/n559/dnr9zpaens7zzz+fLxmEknd1ExERcXdOS2S2bt3KCy+8QLdu3ZgzZw7p6enOqlpEXMSWyMTFxZGTk+Pw+y9cuEB8fDyGYTBhwoRC923rZCwWC4Zh8PHHHxMcHIzZbLZPHStKfHw8t2/fJigoiB49ejjcrtJ4enrStm1bAH766Sen1+9sX3/9NfHx8cyfP5/79+/br2/ZsgWAAQMGuKppIiIiT4xTEpmDBw/y7rvv8sc//pHY2FgyMzOZNWuWM6oWERfq0qULJpOJu3fvcujQIYfem5WVxYIFCwDo168fTZs2LVQmPDwcPz8/ACZNmkTHjh3LNAq0Y8cOAIYNG4anp6dD7Sqr9u3bA08+kTGbzVy/fr1CdZw9exaAO3fu2Hd9u3r1qn3U6uWXX65YI0VERCohpyQyX331FWPGjCE8PJzGjRszf/58jh07RkZGhjOqFxEX8fDwYNCgQYBj08tSU1MJDw9n06ZNGIbBnDlziizn5+fHrFmzCAkJ4d133wXyT2cr6kBKi8ViXx8zfPhwhz6PI9q1awdAYmLiE3tGSkoKnTp1omHDhiQkJJS7nsfPu/n4448B+Oyzz8jNzaVXr16EhoZWuK0iIiKVjZczKsnIyLBPwwDs26t6eTlWfW5urjOaUyG2NlSGtoj7qkpxNGjQID7//HN2797N4sWLSy2fkJDAgAEDyMjIwGQysX79eiIiIor9Lt577z3ee+89wPp99enTB19fXy5cuEBSUhIhISH5yv/4449cvHgRf39/+vfv/8S+4zZt2gDWEZkn8YytW7cydepUMjMzAdi3b1++ftSRGLKNyIB1N7dz587ZE5ro6OgqEYdSPlWpLxLXUAyJMzgaR2Ut55REpk2bNuzbt4/o6GgMw2Dbtm106NCBWrVqOVRPRf4i6WyVqS3ivqpCHDVq1AjDMDhx4gS7du2iUaNGJZZ/5513yMjIoE2bNixbtgyTycSPP/7o0DM7duzIkSNHWLduXaG1Nf/4xz8A6NGjB2fOnHGo3vI4c+YMR44cwcfHx2l1fvnll/bkzd/fn6ysLA4cOFDkWS9liSHb92Aymbh58ybR0dEkJSXh6+tLaGiow9+/VD1VoS8S11IMiTM4O46ckshMmTKFGTNmMHLkSHx9fTlx4gRLly51uJ6wsLAnNt+9rHJzc0lISKgUbRH3VdXi6LnnnuPAgQOcPn2aqKioYsvl5uba19LExMQwcODAcj1v9OjRHDlyhMTERDp16pTvnu1sl8mTJxe650wWi4U6depw+/Zt/P39820dXdF6R48eDcCsWbPo0aMHr7zyCpcvX873ecoaQ5mZmfbNVRYtWsTrr7/OP//5T8D6Pfbp08cp7Rb3VNX6Inn6FEPiDI7Gka18aZySyNStW5eNGzdy4cIF1q5dy+3btxk2bJjD9Xh6elaa/0gqU1vEfVWVOBo/fjwHDhxgy5Yt9gX8RTl8+DA3btygTp069O/fv9yfPSoqivnz57Nv3z4WLFjA7NmzuX//PsuXL+f48eMYhsHw4cOf+Hfbrl07Dh48SHJystOSphMnTnD+/Hn8/f1ZunQp58+fB+D06dMYhmGfmmtTWgzZDisNDAxk2rRpLFq0yL519ZQpU6pE/EnFVZW+SFxHMSTO4Ow4cuo5MkFBQezdu5e5c+cq2EWqkFGjRuHp6cmxY8f497//XWw52yL8qKgovL29y/28tm3bMmzYMMxmMytWrKBly5aEhISwZs0aAH7/+98TFBRU7vrLyrZzmTMX/G/duhWAIUOGEBAQQHBwMN7e3mRmZtqTEkfYFvq3atWKgIAAxo8fD0CLFi3o16+f09otIiJS2Tg1kfnss89o1aqV/ZA7EakaGjRoYD+LZPPmzcWWs22LXNFDKg3DIDY2lm+++YbnnnuOnJwcLBYLQ4cOJT4+npUrV1ao/rKy7VzmyBbMZrOZDRs2sHLlSlauXMm6deu4e/eu/b4tkRk1ahQA3t7e9o0FypMw2RKZ3/zmNwAsWLCAvn37snz58kKjOyIiIlWJU6aWgfX8grVr19oX4opI1TJu3Dj27t3L5s2bWbhwYaH7Z86cITk5GW9vb/sWyhVhGAZRUVFERUVx+vRpfHx8eOaZZypcryPKswVzTEwM8+bNy3dt586dbNu2jaSkJPt3NHToUPv99u3bc+rUKRISEhyelmvbsaxVq1b2n/Hx8Q7VISIi4o6c9ue62rVrc/jwYTp06OCsKkWkEnnppZfw8vLi5MmTpKSkFLpvm1bWr18/6tSp49Rnt23b9qknMfBoatnZs2fJysoqtbzZbObvf/87YN0gwfadbd++na1bt9pHYyIjI/N9R7aNBMqzm8vjU8tERESqE807EJEyCQwMtB+OuWnTpkL3nTWtrDIJCgqifv36WCwWkpKSSi2/Y8cOLl68iMlkYs+ePWzbto0333wTgJkzZ7JhwwYARo4cme99tkTGGVPLREREqgslMiJSZmPHjgVgyZIlzJw5k3PnzpGVlcXhw4c5ePAgQLl2LKysDMOwj8qUZZ3MBx98AMD06dPx8/MD4K233iI0NJRr166RnJyMh4dHoWTP9ozk5GSys7PL3L7c3FxSU1MBjciIiEj1o0RGRMpszJgxDBgwgAcPHvDhhx8SHBxMjRo16NmzJ3l5eXTu3JlmzZq5uplOVdZ1MidPnuTAgQN4enry6quv2q/7+vry0UcfYRgGAM8//zwmkynfe5s1a0atWrUwm81FTtsrzqVLl8jJycHb25smTZqU+X0iIiJVgRIZESmzgIAA4uLi2L9/P4MHDyYvLw+LxULdunXp1atXuQ7CrezKOiJjWxszevRoGjdunO9eeHg4c+bMAWDatGmF3vv4yI8j08ts08patGihLe9FRKTacdquZSJSPRiGQf/+/enfvz9paWn4+PjQoEED+4hDVWMbkTlx4gQ3b97MN5qSmprKqVOnSE5Otq9/ef3114usZ9myZcyePbtQkmMTFhbGoUOHSEhIYMKECWVqW8Edy0RERKoTJTIiUm7VYTpTWFgYnp6eXL58mebNmzN16lRq1qxJbGwsp0+fzle2e/fu9OzZs8h6DMMoNomB8h2+qR3LRESkOlMiIyJSgnr16hEbG8vbb7/N8ePH7VPIALy8vAgLCyM0NJTQ0FBeeeWVco9MlWcLZu1YJiIi1ZkSGRGRUgwdOpSoqCji4uJYvXo1Xl5ejBgxgiFDhlC3bl2nPMM2InP+/Hnu3r1LQEBAoTIXL17k5ZdfpmHDhnz00UeaWiYiItWaEhkRkTIwDIPIyEgiIyOfSP0mk4nGjRtz6dIlXnvtNVatWpXvfnJyMpGRkaSlpQHWhOfnn38GNCIjIiLVk3YtExGpJJYvX46HhweffPIJEyZMIDs7m5ycHOLj4+nbty9paWm0bt2awMBADh8+zK1btwBo2bKlaxsuIiLiAhqRERGpJMaPH4+fnx/jxo1j+/btfPfdd9y9exez2QxA165d2b17N1evXmXQoEFcuXKFBg0aUKtWLRe3XERE5OnTiIyISCXy4osv8u2331KzZk0yMjIwm80EBAQwevRo9u/fj8lkon379vzwww9EREQwb948VzdZRETEJTQiIyJSyQwYMIAzZ86wY8cOBg8eTLNmzfDwyP93p5YtW7J3714XtVBERMT1NCIjIlIJBQUF0a1bN5o2bVooiRERERElMiIiIiIi4oaUyIiIiIiIiNtRIiMiIiIiIm5HiYyIiIiIiLgdJTIiIiIiIuJ2lMiIiIiIiIjbUSIjIiIiIiJuR4mMiIiIiIi4HSUyIiIiIiLidpTIiIiIiIiI2/FydQMALBYLALm5uS5uyaM2VIa2iPtSHElFKYbEGRRHUlGKIXEGR+PIVs6WIxTHsJRW4inIzs4mISHB1c0QEREREZFKIiwsDB8fn2LvV4pEJi8vD7PZjIeHB4ZhuLo5IiIiIiLiIhaLhby8PLy8vPDwKH4lTKVIZERERERERByhxf4iIiIiIuJ2lMiIiIiIiIjbUSIjIiIiIiJuR4mMiIiIiIi4HSUyIiIiIiLidpTIiIiIiIiI21EiIyIiIiIibkeJjIiIiIiIuB0lMo85c+YMo0aNonv37ixduhSdFSplsXjxYkJCQuz/REZGAoonKV1GRgYDBgwgLS3Nfq2kuFFMSUFFxVBxfRIohqSwuLg4Bg4cSNu2bRkzZgxnz54F1BeJY4qLoyfdHymReSg7O5sZM2bQrl07tm7dytmzZ9m2bZurmyVu4KeffmLNmjUcPXqUo0ePsn37dsWTlCo9PZ0ZM2Zw6dIl+7WS4kYxJQUVFUNQdJ8EiiEp7OLFiyxcuJC5c+cSHx9Po0aN+NOf/qS+SBxSXBzBU+iPLGKxWCyWvXv3Wrp37265f/++xWKxWJKSkizjx493caukssvJybF07tzZkpmZme+64klKEx0dbfnkk08srVu3tvzyyy8Wi6XkuFFMSUFFxVBxfZLFohiSwvbv32/5/PPP7a8PHTpkadeunfoicUhxcfQ0+iONyDyUnJxMx44d8ff3ByAkJMQ+LCZSnJSUFCwWCy+++CIdOnRg6tSpXL58WfEkpVq8eDHR0dH5rpUUN4opKaioGCquTwLFkBTWv39/JkyYYH+dmppK8+bN1ReJQ4qLo6fRHymReSgzM5MmTZrYXxuGgYeHB7dv33Zhq6SyO3v2LMHBwaxYsYJvvvkGb29v3n77bcWTlKpp06aFrpUUN4opKaioGCquTwL9f05Klp2dzbp165g4caL6Iim3x+PoafRHXk5tvRvz9PTEx8cn3zVfX18ePHhAnTp1XNQqqeyGDx/O8OHD7a8XLVpEREQErVq1UjyJw0rqh9RHSVkU1ydlZmYqhqREMTExBAQEMHbsWGJiYtQXSbk8Hkfe3t5PvD/SiMxDderUIT09Pd+1e/fu4e3t7aIWiTuqXbs2eXl5mEwmxZM4rKR+SH2UlIetT7p+/bpiSIr1ww8/sHHjRlasWFFqf6M4kuIUjKOCnkR/pETmobCwME6ePGl/nZaWRnZ2tv66ICVasmQJu3btsr9OSEjAw8ODkJAQxZM4rKR+SH2UlEVxfVLDhg0VQ1KkX375hT/84Q/85S9/4ZlnngHUF4njioqjp9EfKZF5qHv37ty9e5evvvoKgDVr1tC7d288PT1d2zCp1Nq0aUNMTAxHjx7l0KFDLF68mJdeeonw8HDFkzispH5IfZSURXF9kr+/v2JICnnw4AHTp08nIiKCgQMHcu/ePe7du0e3bt3UF0mZFRdHoaGhT7w/MiwWnWJkExcXx9y5c6lRowa5ubmsX7+e4OBgVzdLKrkVK1awceNGatSoQUREBHPmzCEgIEDxJGUSEhLCvn377IseS4obxZQUpWAMFdcngWJI8ouLi2PmzJmFru/bt4/k5GT1RVImJcXRpk2bnmh/pESmgGvXrpGQkECXLl0IDAx0dXPEzSmepDxKihvFlFSUYkjKSn2RPGkVjSMlMiIiIiIi4na0RkZERERERNyOEhkREREREXE7SmRERERERMTtKJERERERERG3o0RGRERERETcjhIZERERERFxO0pkRERERETE7SiRERERERERt6NERkRERERE3M7/A/LP0p1tk/yuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('股票收盘价对比')\n",
    "plt.figure(figsize=(10,4))\n",
    "plt.plot(stockSPDB['收盘价'], 'r-', label='600000')\n",
    "plt.plot(stockPAB['收盘价'], 'k-', label='000001')\n",
    "plt.legend(loc='upper left',frameon=False)\n",
    "plt.savefig('收盘价对比.png', dpi=300, bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "a0e86215-8b29-4349-95d0-6583c9e916d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "股票每日收益对比：\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"股票每日收益对比：\")\n",
    "plt.figure(figsize=(10,4))\n",
    "stockSPDB['DailyRe'] = stockSPDB['收盘价'].pct_change()\n",
    "stockPAB['DailyRe'] = stockPAB['收盘价'].pct_change()\n",
    "plt.plot(stockSPDB['DailyRe'], 'r-',label='600000')\n",
    "plt.plot(stockPAB['DailyRe'], 'k:',label='000001')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "75bd8f78-fe26-45ea-9833-715aa8c474a5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "加入第三只股票，分析三者之间每日收益相关性\n"
     ]
    },
    {
     "data": {
      "image/png": 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ESItrsq5raHHYJKxCx41ViiZrIbX00eHBig6GvdH3n4jjKw9WvjRAUyilDooF2Csj/lt6EnNGi2sNoD7shMhIaPM959nxGYoohAhh4cl5nFlvjLGRIfio5Lii5272dN9/Io4vzQPuKwM0xeIGxY7P6orBPeMUc5/MSY1FbGSIy+30ze2i8zMF7ITIxGA04f091czN95ypN6ZiVF/v19QQwmEZEMk1Weu01oGAThsmae0jV5vvygO5ycxdA7zFn2tD/YkvPVjlpMZCFx3K+74SBmj6I41ahduzrmHaVmx+pi4xhMjAUV9HFlNvTMHTo9NkShUhwjm6lnXRofhTejiysqy39USTteUANL76zIdvSkVql0imz/NmMOzvtaH+wpcerDRqFeaN6YPpa0oVO0DTXw1P02HlnhqX24nNz1TDTojEuL6OQoJ1FYDl92Th6dHp8iWMEIH4ruXTja14qegCth+ss9vHE03WXG2+bU17bGQw3pjQH7NHpflEMOwL09UR33uwGpGuw5ODY5BoU9MudWsXsXa+2fXK5e7kZ6phJ0RCzvo6OvPavf0xph9bcxohnsDSb7dwy2GMyLjGK7V1rmrzPTkQVixfmK6O+Ma1ZCu3WximjhqEfccbFDdA0x8ZjCYUbnE8naaluSIHnAJUw06IZNquGLFgY4XgbjAP35SKsRSsE4Vx1W8XkL/frjuLCXlyIKw7PNX3n4jnyWtJygW0WFu7aNEu97GUlwDQmWFgKh+fqmE/evQoZs+ejePHj+Puu+/G3/72N6hUzjNISUkJ5s+fD71ej4KCAkyaNMn83tq1a/GPf/wD58+fx6BBg/DCCy8gISFB7sMgfuj5rZV4Z3c1hJRzsZHBeHZ8Bkb1pWCdKI+3++26mvOaZU5svrmbE6NDcW9Od7ReMaKoqt7rNY9Knq6OdPDEPODemOfdne9U+iJSnuSJ8tJnAva2tjYUFBQgLy8Pr7zyCp599ll8+umnuOuuu3j30ev1mDZtGiZNmoQxY8bg8ccfR58+fZCbm4vvv/8er776Kl5++WX06NEDM2fOxJIlS/D3v//dg0dF/IGYRZHmju6DiUNTA7ZwI8rnzX67fHNe1za0oGD1fky9MRXv7q5mmhPbNhiuOXcJH5Ucxys7jpn3U8LiN1xtKPEcoQGnnA9W3pjn3Z3v9IVFpDzJE+Wlz3SJ2bVrF5qamjB79mx0794djz/+ONatW+d0n40bN6JLly6YMWMGUlJSMH36dPM+1dXVWLBgAYYMGQKdToc777wTFRXC58smga3tihErBATr3CAyCtaJ0rkaEAnIMyCSZRzIOw6CdYB/TmwuGA4NUmPZjqOoa7Su5eIClG0VtW6nn/iGbRW1yFuyE/e+U4y/fFyKe98pRt6SnS6vATkGVXtjnnd3vpNvMHog5yNPDCD3mYD98OHD6NevH8LDwwEAvXv3RlVVldN9jhw5gtzcXHO3mb59+6KyshIA8Pvf/x6/+93vzNtWV1cjOTlZptQTf/XUJweYB5gqqd8sIa6w9NudO/p6ya5lrh/tK18cFTwOxBLfnNi+tPgNkZfSAk5vzPMu9jspHznmrLzkuHvv95kuMU1NTejWrZv5b5VKBbVajYaGBmi1Wt59evbsaf47KioKp0+fttvu/PnzWLt2LV566SXB6TIYDIK2Y92esPPWud1cVotPfzjFvL1OG4a5o6/H8D4JPnMdCD23Go1GzuQI4slz7K/5e3ifBLw+IQuLNh+yWoRIFx2K+9PDkX99F0mOefvBOrvvcFddwyUYDDHmv4t/qmcKUIqrziK3x9WuKf7y2yopbwLeO68GowkLNh7kDThV6Ag4h/Xu4rGKlbqGS8zbWV7TfLhz2tZ+Bft/qseZi61I6BSK7JSr3XfEfqfYfORP+K5drrycs/4gLlyyXjBRGx4Eo9Ho8HpnzZs+E7BrNBqEhFiPrg0NDUVLSwtvwG67D7e9rYULF6J///747W9/Kzhd5eXlsm5P2Hny3L7/wwVs+pG9FrBvQjCeuUkLTXsdSkvt565WOtZzO3DgQJlTws4bec0f83cigNd+F4NDZ9twvsWIzmFq9OkSAo1KxXS8BpPJ4b6c4hMteKnoguTpbjz9C/b9cNr83b80XmHab2/FUYQ1htu97uu/rZLyJgBza7enz2vFmVamFXA/2lGCjAT+FUOl1HiG7UG18fQvKC09w7Rt8YkWPLR5J+ovG82vxYWrMTkrGrndwkR/597jl5n248tH/sTRtVt9osUuWAeAC5evYPqaUjw5OAa53az7sbPmTZ8J2LVaLY4dO2b1WnNzM4KDg53uo9frnW6/bt06fP/991i/fr2odGVmZjI9HRkMBpSXlzNvT9h5+tw+9OE+fCkgWAeAmaP6YWCveJlSJB9fvm49mWZfPk+sLG8prMfrqOZcFx2KeWP6YES6DgajCTO2fy1pOrk5sWOTkvHoVuG19tkZ1yHLpobd339bb0hLS0NlZaXHz+vxA6cAnHe5XXTib5Dloel2M40mvPnD1zjd2Op0nvd783OYav23lp/CS0Vldq/rLxvxctEFvD4hC/fmJ4r6zpboeuC7vS7TYJuP/AlfmeCqPFMBWF3ZgqmjBolqvfGZgD0zM9NqkOmJEyfQ1tbGW7vO7bNlyxbz34cOHUJiYqL577KyMjz33HN46623EB8vLpjSaDSCChuh2xN2nji3CzcdxJeHzwraJyxIjbzrEny637ovXrfeSLMvnidXHM6k8eshOjvebRW1mLGm1C4YON3YihlrSvHm/QOgDQ+RtBsMl8PG9UvCox/bf7erfXXaMOT2dNwVwh9/W2/izqXteTUYTSiuqkfRT+cAdAzwzO0h3Yq5Om0E83ae+L0NRhP2HddjVGYSVu6pcbqAVkiw65DNYDRh8dYjDt/juvxwC54tGJfuctEu2+/M7dmFaREpvnzkT2yv3ZKaeqbWm33HG0TNCOUzAXt2djYuXryI9evX4/bbb8eKFSswZMgQaDQaNDU1ITQ01K72fNiwYVi0aBGKi4txww03YOXKlcjLywMAnDt3DgUFBZg6dSrS09PR3NwMAIiMjPT4sRHf8Oymg1i1p0bwfkv/0M/vCy7in/imbps7+nokOtnP1cA0rp/wyHRnnyJcTEQwFt+egcIthwQH6wANCPe2bRW1eOrTcqsuBcu/+hExEcF44c5MSaYLVNKqpY7yl0oFmCwSJnSe95JqPVPQWFKtFzW3PK3Oy0/uudh9JmAPCgpCYWEhZs6ciRdffBEGgwGrV68GAIwbNw5z5sxBfn6+1T6xsbGYNWsWpkyZgqioKERERGDx4sUAgM2bN6O+vh7Lli3DsmXLzPscOeL4yZQEtue3VuJdEcH6wzel0sJIxCc5m6N5xppSPDE4BllZjvdlnYFi1bc/S5VcAMD5S+04dqZJ8CwzUi5+Q8TZVlGLgtX7Hb534VI7Clbvx1sSzEWulICTL39xk6s8ODQF+Wk6wfO8Cw0axcwtLybQD4RFluSei91nAnYAyM/Px+eff47y8nIMGDAAsbEdT8A7d+7k3ee+++5DXl4eqqqqkJOTg6ioKADAxIkTMXHiRE8km/g4oXOtAx0F/z/u6Y8xWRSsE9/DUkO+srQRU0eZ4KjXgFyrn7qiAphbwR655Vr0Sozy2+DBl3Azt7iycFMlhqfp3P6tPLFqqTOu1hpQAdhaUYc5o4U/OIgJGp0t2uUo0AYAbXgI/jaiN/TNbYiNCoUumj8fBcoiS3K33vhUwA4AiYmJVv3QWSQnJ9Mc60QUg9GEYX//SlDzOgC8dm9/jPHQgCVCpMZSQ15/2Yi9NXoM7ZVg974cq5+yMAG4cNl+hgZHhl4bTyuLKoSrbhwcriuHFL+bnKuWuiJkDnShx5qTGgtddCjv+RQSNDoKtGMiOroeW3Zb4oJvvmDd0yu4iuVuK4DcrTc+F7AT4ilby2rx+L9L0XLF6HpjCw/mJWMsBevEh7E3qzsOCnJSYxETEexwejNPiAkPRsPldq/3USZshLTISNl646xmWU5y9nXWqFWYN6YPpq8pdSto5Au0HeVpvuCbdSyLFK0mYnFB+heVdVhfegr65jbze2JaAeRsvaGAnRAHFm+pxDu7hXWDAYDrEiIxd0yGDCkixHPYm9U9M0+1UJOGpmLZjqNOAxYAKKqq9+s+tb5CSIuMt1pvXBFSO8t6DPGRoaKu0RHpOjw5OAYfHrxsPaUqY9DoqsuOLW67Of8tx+V2o7l7jJwtCVJw1IJgSWwrgFytNxSwE2Jj8ZaDeGd3jah9Nz96k7SJIcQLXPXFBAA1AH2z4xr0kmq992rXI4LxyLBr0VsXxVvLBQB5S3b6fZ9aX5GTGgtteBAaLjtf3CpJoS0jQvtos/R11kYEY+Z/DqCuUdw1mtstDFNHDcK+4w2Cg0ZXgTYffXM7Hltbak7rbRk6pv08MebF9oHqfHMrZqz5welDiTutAHK03lDAToiFrWW1ooP1h29KRUiQWtoEEeIFln0x+RgBPPpxKX46dwkp8RFWAYG3Bp0CHU32X1TWOazlGpjcGW9+XYVXdhy120+JfWoDiUrlOhiaK2IQptzE9NF21tcZv/7d8cBr/dAr9BoVGzRKkX/rGlqwknEA+LHTTSiqqpetlcvRA5VaZX/eHRHbCiDHrDgUsBPyK4PRhOlr+AMUZ6bemIrZo9IkThEh3jMyIwmvT+iPRz76wTzVnC0TYBX8cjWA3uy2YFsjxt1kt1XU4qYXd/IOxlNKn9pAxNoi0zkyxAOpYedOH22+vs7OeOoalSL/cmlVqcBbfnCWf/Ujln/1oyytXK6mz2Ql5CFGrllxqDqQkF/1X/S5qP1e+X0/PD2agnXifzpHhgq6sXE1gOebWxEZ4p1VQS1rxDjcTdvVTCSO9iXyYw2Gvqiskzklwgjpo+3IyIwkfDNrGB7L78X8nZ64RrlB4+4y4WpgzPJowZUf2ypq3f5uQHhffGecPcQYjCYUVdVjQ+lJvLrjKApW77e7LqQ4NqphJwTAnE9L0djivP+kI8PTEnDHwG4ypIgQ7xPaNM7Vqj29vgLNbQZZ0sSKS7uYm7Y3u/QEItYa3Q2lp/C0grrFSDXby0clx2X7bkdcddf4orJO0jEoDw5NwdaKOpctCVK3IIjti2/J1axSrgaucqQ4NgrYScCb/H4Jdh4+K3i/KUNT8cxYqlkn/ktM07gJHSuOehuXdjE3baXOROKvclJjERsZzDuImVPf3Oa1GUUckWJly+U7f2Sag95WfJS4GZqcddcYnqZD8U/1eOqTclGfzSc/TYc5o9NQUq3Hnh/PYvlXVbzbSjlzjLsP3q6mwdx+sA4z1pQKmk3HnWOjgJ0EtNHLvsbBumbB+y29KxN3ZneXIUWEKAfLbDFKY1sjJuSmTXO0e4dGrcIdWV3xHsMgRSW1fri7suW2ilqHA6BZzPx3KRaMS2eaopGrTa8514xXdhyz26auoQUFq/dLvnaC5fFz40nknIPelrsP3s6mwTSYTFi0+ZCoclHssckasB8+fBgGgwG9evVCSIiyBosQMnDRdtRfEt4Npm/XaArWiV+zvMn/8YbfYNmX9jd5JbOsERN603ZnJUIiXn6ajilgV1LrhzsrW3JdtcQ63djqcsaY7QfrULjlMFN3DcDxokjuMAEY1y/J6vhZf7+ac8Ir0mwxTU9rMyi2c0QwcnvEoWeXSAzuEY9cnprwQ2fbRLWMAOKvYUkC9uPHj2POnDk4ePAgevfujeeeew5PP/00fvjhBwCAVqvFihUr0K9fPym+jhC3DVz0uahgPS2pEzb+340ypIgQZWDtk6lEuuhQu1pH1lYCmofdu85brDDJxxPzsAudjk/sypbu9q/m6xNtMJpQ/FM9PiptxOZj8g/SVQGICNWgudXxmJUVu6rRv3tn83lgzY+v7DiG3rpObuVHlgeq5fcOQOfIkF9bIC7ho5Lj+Kyi47wt/6oKsZHBeHZ8Bkb1tV69/HyLsBXQObroUNHXsCQB+9y5c5GamoqZM2di+/btuPfee5Gbm4vi4mIYjUa8+OKLePnll/Hhhx9K8XWEuGX0q1+jXkRNQmy4Blv/QgsjEf/FNwWaL3gs/zo8Muxau+DK1ZzXHfv2wiPDelHNupcYjCYUbnFd2zx3dB9ZfyOx0/GJWdlSii4ftn2ivfWwHaxRA+AfZG75UMGyxgMg3eBT1geqbRW1WLbjqF35oG9ux/Q1P+DhExespm7uHCZuksV7c7qLPh5JAvaysjIsXboUcXFx6NevHz766CNMmzYNMTExAIAZM2Zg3LhxUnwVIW55dlMlDtYKb2qLjwzG93N/J0OKCFEGKadA8yTWgMrRTZtq1ZWBtbb52Jkm2dIgZgEkS0IXKZKya8+Ziy1eedhWq4BHh/Vy2mXO0UDLkRlJGN03CZvL+Kc4lHLwqasHKpay7+1d1ejXrTNG9e24BhrbxNWwp8RHitoPkChgb2lpQWhox4hltVqN0NBQaLVa8/sxMTFoafG95lXiX9quGPHunmrB+w3vHYt3Jg2WIUWEKIcUU6B52tzRfTBxaKrTGiuui0PrFSNe/n0/wASca26VbPVB4j7W2uZVe2rcagnh6+7izgJIYtNhNJoQEx6MC5fd7zceHxmKJ9Yd8PjDttEEHDl9kWlby994W0Wt02Cdbz93OHugYi375m6owIgMHQxGE94vZTtuW+48qEkSsJtMJjzxxBMICur4uEuXLuGZZ55BeHg4AKC93ftTfBEy9PkvBO8TpAbe+nOuDKkhRFmUNPsGi9jIYJfBurMuDkqZGpCwBzEXLreLrnF1di1ow0OYF0By97qRuttKkjYMUMFrD9tcf29XuN9Y6GBbTwwyZi37uGlFjUYD6i8Lq2GXYgYqSQL2Rx55xOrv66+/3m6bzMxMKb6KEFEy5m9DE8+gGGdeu6c/1cCRgKCk2TdYPDs+w2Ww7k4XB+I5OamxzLXNYh4sXV0Lk4emMH2Ouw+1cnRb6ddNi6Kqc259RueIYJy/1M47xsMdtoGqkJY8TwwyBoSVfWcutsBoFB6sA+7PQCV5wH7ixAno9XqYTCbExcWhWzdaBZJ418BFn4sK1qfemGo3MpwQf8XN3uAL3WIevsl53vR0FwfiHo1ahUlDU5nmJBf6YMlyLfy39CTTZ7nzUCvXGJFtB08DB08zb89d7X+5tReuGE0ATBjcIx4Nl9tQuOWQVf63nfJQKEeBqpCHHk9Nscq6cBfQcQ0YjcLiCVczBrGSbB72t956Cx9++KE5WAcAlUqF+Ph4FBQU4L777pPqqwhh9qcV34iaEWbS4GQ8PZpWMSWBg5u9ocDF7A3eFBcZgsLxGRiRoUNRVT3vjByuavGk7OJApPHIsGux6ttq3rnAxXYpYLkW9M3tiI0MwfnmNlELIEmRDk/RacMwrl8S1n7/izk9y7+qQpI2DHNHp5mnOEzoFIbzzW2YvkZ8eeAoUGV96Hksv5fHWsA0ahWeHZ+B6Wt+cLodV+NvMBgQF66G/rKR9wEsOiwI47OuQUpcJP40OAUhQeJmlbEkScD+zjvv4N1338WTTz6JG2+8EV26dIFKpUJ9fT12796Nl156CaGhobj77rul+DpCmAx94UucvCC8gMxIisL88RkypIgQZRuZkYQ3JvTHIx/94FbNmhw6hQWhcHwG1Gogb8lOq+AnNjLk17mSO27wnlxNkUhDo1bhhTszHT4wutOlgPU3vj3rGqzaU+OwW4gJwD3ZvxH0vWLToQ0PQsNl4WuEsHjklp5IS4rGjDU/OOweNGNNR1ex8Vldza8/dqaXw9VRXeEbEM4yD3uSNgyPDOsleE58odtbGtX3Gjx84gLe3uV4YgoVLK4/kwqTs6LxctEF3m5EjS1X8GHxcQDAO7t/YlqV1hVJAvZ169bhmWeewe233271emJiIu6++26Ehobi7bffpoCdeEyvOVvRLiLi6N45DJv/crMMKSJEGVzd1Eb1vQYP/nIB7+wWPqOSnJparvDW9ul/rQl8+EQqZo9KY67F87V++/5uZEYS3hKxCJEzrL/x8DQdclJjeQeEvrLjGD7e+4tdLTRrUMiaDrVKvi4gg3vG44n/OJ5Nhq+r2CPDeuGjkl9Q1yjs4Ta+U6jD88K6OuwXlXWCpmHdWlaLZzZUQG+xAJfQaVtnj0pDv26dmT4nt1sYXp+QxbSSbF1jKwpW78dbbo6bkSRgP3nyJIYOHcr7fk5ODmbPni3FVxHiUs+ntjhZwoHfb3vF4/0HB0meHkLk4GyKOr6A3NEMFbGRwbgjqyvyfw1YtlfUKS5YB9gGw3XMlRyDERlJTmvxpOjiQOQxPE2HTmHBKKqqB9e/OrdnnKCadcs8EB8ZCl10GE43ur4WNGoVhqfpsHznjw7709c2tNg9NNoGc3z5j3WFz/MiunCyiIkIRuWpBsFdxTRqFRaMu7rQEWs1mLMHFFeLGQEQNGD8+a2VDmvGa0UMMB/VNwkjMtgWwRqRrsOIjGtQUq1HXcNlzN1wEE2t/K0jT31a7ta4GUkC9itXrmDu3LnmaR1ttbe3w2AQE0IRIkzqU1tEDerpkxhJwTrxGXxT1I3rl4SNB2od1koBjm+C+uZ2vLenBu/tqUFMRDAaZAoYPOWZDRUYkZHEVIvn6wNO3ekCoESOrutP9p8UVEvq6DNiIoLNNcgs18LHe48zp9kyiATgtFbYm2NELlxqx+Kth5m2te2+wxdgO8L6MMy3mBHQ0eWNtRVga9kp3m4s3D5CB5gLWQSL23bPsXNOg3Wg4zcorqrH0F7xTJ9tS5ZpHR2haR2J3PrM3SYqWI8K1eCzx34rcWoIkRYXnO2orMN7e2rs3q9taHF44+ICisjQIJf5g2/Any/RN3fM1c26JLmvcjavuC8emxTTcPJ9BvcQqo0ItrrGHV0LQgeHckHkU5+Wo+FSO2/6X58wANrwYESEaHCpTdkVmI5qxy0DbL4yCOD6+3dn+h5HgXFRVT1TK8D7e6oRGxmCeRsPuvweMQPMhT4MF/3ENrVm0U/nvB+wt7a24vDhw2hvb8f111+PqKgoKT6aECYTPqmDmJWC4yKCsW/e76RPECEScmexFS6AcFX740+4GkJXS5L7Kn+bY16KaThZPiMsSI1/TRmEc038K92KGYhsAv/DLpeeRz7ar7iB3LZc1Y5zAfbgnnHIdtrf/yg+3ntc1MMj6/kv3HJIls8FxD4Ms5Yp4sse9+eZAVBRUYHhw4fjwQcfxPTp03Hrrbdi9+7dUnw0IS4NWLgNrSKC9Rt7aClYJ4rHBWdKmBLOV1jWEHJBxvisrhgssC+0ErkKTIGO4Nag9OjQgpBpON35jLrGVqhVKqfXglwDkX3h5zABmDvavquYwWhCUVU9NpSeRFFVPQxGE0ZmJOGbWcPwl1uvdfhZ3MPjtopa5u83GE04d7HVnUPgxfq78pW3ro5nEON4GNbtHJGkhr2wsBB/+MMfzF1j/vvf/2LOnDkUtBPZ5b2wEw1trrez1TUmDB8+lCd9ggiRkFyLrfgzT62O6C3+OMe8FNNwSjWVp5BVV/1R4ZZKqNUw1yQ7q202GoF/7PzR4ecIXaDMnVZEV+IiQ5jKBNaWnmG9u9i9r2asCGDdzuG+ove0UFlZid///vfmv2+//XacP38e9fX1Uny82dGjR3HXXXchOzsbS5YsMS/Q5ExJSQluu+02DBo0CKtWrWJ+jyjfzS/txIkLlwXvpwKw56lbpU8QIRJTymIrvmTu6D4OgwNHtYS+yB/nmGet/aw51wzA8W/pzlSelp9XUq3HxCEpzGn3N5Y1yc5qmwtW78f0Nc67+bC0jADytyIWjs9galljfRjeW2N/POea2FoGWLdzRLJZYiIjI81/q1QqREREoK1NRNUnj7a2NhQUFCAvLw+vvPIKnn32WXz66ae46667ePfR6/WYNm0aJk2ahDFjxuDxxx9Hnz59kJub6/Q9onz6pjb8XC88WAeAykUjJU4NIfLwpaBLKTpHhtq95k8DNP1xjvmc1FjoosNczvX9Uclx9ErohMIt9r/l3NFpoqbydHRt6KLDfGJwqBy4muQFGw8CUDntesXqi8o63tYeuVsRH74p1bygmivsD8OtsB1W64l8KUkNu8lkwoQJE3DHHXeY/zU1NWHq1KlWr7lj165daGpqwuzZs9G9e3c8/vjjWLdundN9Nm7ciC5dumDGjBlISUnB9OnTzfs4e48o27aKWgx49gtR+w5PS0B4iEbiFBEiD18KupTC9qYrtk+qUnHzefPVF6rge92CNGoV7s1xPbNIXWMrpq9x/FvOWLMf4/p1BGa254Zv+ka+a+N0Y0tABuscrr+/0MWS+KzcU8Obz1hbEf+UyzbzDCc2MhhvTOiP2aPSmPdhD7rtKwVyUmMR4SK2CA1Su5UvJalhf/7556X4GKcOHz6Mfv36ITw8HADQu3dvVFVVOd3nyJEjyM3NherXlcP69u2LpUuXunyPKNe2ilrR89jm90nAOw9kS5wiQuTDutgKucrypivF7CNKw7pSpK8cDyclPkL0vtxvufFALV6f0B+FWw65nMqT5dqIiQhGaJAadY3yDIQEgPBgNVquGMHQw9dnOctnrLXaA5JjsePQGadlYWxkMOaOSYcu2vVsUI6mbXRV3nKtNNkpsSgv+8Xu8y67eMhrvWLEZ2W1GJN1jfOD5SFJwM5Xe15bW4uLFy+iR48evIsqsWpqakK3bt3Mf6tUKqjVajQ0NECr1fLu07NnT/PfUVFROH36tMv3hGBdEIrbjhaQEs9gNIkO1l+4vQ9+n51M518godetRqOc1gtP/tZy5u+5o6/HjDWldsEZsZekDcPA7lrz71D8E9uczsVVZ5Hbg6fJXoFl9/A+CXh9QhYWbT5kFUzqtGGYO/p6DO+TYJdeJeVNwP68xkcGu/V53G+pDQ/C/564GXtr9DhzsRUJnUKRnfLrKsAW54Tl2jh/qR0fTs6GWgV8W1WP17/+ya00OqJRq/w6WAeu/jZLPz+MIT3jzL8HwP67J0QF85aFXFj+7Ph0jEjX/fqlRvBl2e0H6+zzTnQo5o3p4/I75o6+HjB1TEtneT29/81PTOXzU/8tw+/SE6weJljzpiQB+5kzZ1BYWAiVSoXXXnsNALBkyRKsWrUKQUFBSEhIwJtvvonevXuL/g6NRoOQkBCr10JDQ9HS0sIbsNvuw23v6j0hysvLZd2eXHXXf+pE7dclQoVewedRWnpe4hQFDtbrduDAgTKnhJ038pqQ7zSYTDh0tg3nW4zoHKZGny4h0Kjsa4QSATwxOAYrSxtRf1nE/KUB5P60MJSXHTD/vfc42ziXvRVHEdYY7nQbpZXdiQBe+12M/TXUXofSUvuyUkl5E+iYrAK4el5f+cb5wERW3G8ZBnT0M26EXW0owH5t7Dt4FDd2D8fN8SZ8HK6WPA82tSrnQVBur3/9E17/+ifEhasxOSsaud3CEGwyIc7FeY0LV0Nz4WecPdeO0b0isOvny2hsuxoedwpRYeqAaCTyXPuWik+04KWiC3avd3S3KsWTg2Mclrexv6Y5sb0O5eUd32FZJuwoY4svmloN+GhHCTISrnarYc2bkgTsTz31FCIiIjBjxgwAwPr16/HRRx/hgw8+QHZ2Nl577TUUFhZi9erVor9Dq9Xi2LFjVq81NzcjOJj/6Uyr1UKv1zvc3tl7QmRmZjI9HRkMBpSXlzNvT6z1enqbqP3UAIqfHiFtYgKIL1+3nkyz0PPkrIbHXEPEfbbRhJZoPZ7u1opzTa1Y/tWPaGwJnJs8i84RwVh8e7rduWuJrge+2+ty/+yM65DlpIZdyXlAWWE4u7S0NFRWViIzMxNtBuD7/4gbl2TL2W9pScy1URhShxlrSgHY1776eSW5pPSXjXi56AJen5CFEek6p+cVAO68oTv++kWtVXmpUsHcMtHYZsK/KlvQs0eqXRlgyWA0Ycb2r3nfVwFYXdmC/z1xM6aOgsNWGsBxmXDN0QPAKbbxMNGJv0FWP+HdYiQJ2EtLS/HZZ58hMTERV65cwT/+8Q9MmTIFOTk5AIB77rkH//znP936jszMTKtBoSdOnEBbWxtv7Tq3z5YtW8x/Hzp0CImJiS7fE0Kj0QgqxIVuT4B+87ZAbJ3GTy+MljQtgcoXr1tvpJnlO7dV1GLGmlK7G/zpxlbMWFNqtUrltopaLNh4UNY+tL4sJjwYk4am4JFhvRz2V83t2YWpT2puzy4u+3z7Yh5QMu5cajQaLNla6fbnCfktAXHXxqi+XfGmWm0/q8yvs9QUbqkUNd4kNjIY55vbnabDZDL5TTnAjREo3HIYIzKucXpex/VLwopd1XbnxrYbkaPy01ZJTb3Tc8h13dl3vAGDe8ZhaK8Ep8dhWSbcNfA3WH+ALWDXaSNElSWSzBKTkpKCoqIiAMBbb72FxsZGTJw40fz+vn370KWL/UTzQmRnZ+PixYtYv349AGDFihUYMmQINBoNmpqa0N5uv8jBsGHDsG/fPhQXF+PKlStYuXIl8vLyXL5HlOOpdWWiFkYCgBoK1onCCFmlkhtg7S83aSk9csu1+GhqLvbNHY5HhvVCSbXe4fzq3ABNgH3mEOJ5NfWXBG0vxW8p9trgVvj8aGouXr0nCx9NzcU3s4ZhVN8k3s9zJio0CIvGZrhMx3iRAxXlxM1I9K8HB+HBoSmC9rWdo93Ref3fk7dg44FapgcgllV+5VzDYMi18S5niQE6WlLFzhQjSQ37/PnzMWPGDMybNw8qlQovvfQSoqKi8Msvv+Dpp59GaWmp2zPJBAUFobCwEDNnzsSLL74Ig8Fg7mIzbtw4zJkzB/n5+Vb7xMbGYtasWZgyZQqioqIQERGBxYsXu3yPKMPAws9R3yxutTkK1okSsS7MUVxVj6c+da/PtD830/dKjMLgnnFM86uPzEjCm/cPcFh7J2QedoPRhJKaeqtZJSjQl0ZKXAR2H3O9HQDcPaArdhw6Y7USqdDfkiP22tCoVQ7nFef7PGeaWq/gmY0VeOimVGw8UOswHQCwYle1kEOTnLMZiYb2isfQXvHITo3FU5+W48Il9vu2ZXBse16LqpwPDLblapVfOedK16hVWPqHfi4nxlgwLl10uSFJwN6vXz/s2LEDVVVVSEpKQmxsx9NDaGgohg0bhmeeeQbXXXed29+Tn5+Pzz//HOXl5RgwYID5e3bu3Mm7z3333Ye8vDxUVVUhJycHUVFRTO8R78qY9xma2oR3hIkKBioKKVgnysRac7On6qygmx6Haz7nmud9bZXU8f2SsIGhWTmhU5h5Dm3bhxJufnXLpvGRGUkYnqazm8aN9cZZfKIFM7Z/bdXa4asLLynRnFFp+LD4ONO26/afNP/fVZcoFu5eG64+Lz4yFDPW7Ld6wLB14VI73t5VjTcm9EfnyFCrdABA3pKdXn/41kYEW5VJfA81DQLLLW71WkfELhzHtx/rtI1ia8BHZiThrfsHYNYnZWi4fMXqvZiIYLxwZ6Zb5YUkATsAhIWFIT093eq1hIQETJw4ESaTCQaDQZL+f4mJiYL7micnJyM5OVnwe8Q7Rr+2S1SwDlCwTpSNtebm1AXhNyrLGq+RGUkYkaHDym+qsXjrIcGf5S1dO4cjNjIE55vbnN5QByZ3xs0vfSVofnW+WlFXth+sczyrhIMHAyJOeIgG+X26YMehs4L2a7jcjmU7jqG3rpNbv4HYa4Pl84qq6p0G65bmrK/AvmeGWz0sCK1lloMKQFiQGv+aMgjnmlodPtSIXbH0FSe/n9iF4/geAjyxhgH3wFb8Uz2KquoBmDC4Rzxye8a53SInSR92SwsWLEBbm3Wn4+LiYowaNUrqryJ+6L/7TuDgqYui9j1aSLPBEGVjXaWya2fnUww60jkyGJOHpqBTaDD2/HgOm8tO4eCpBrfS62lvfP0T9E6CdaDjhrrv5/NMXYu4/rFiGYwmLNrs+IGHpc8sYTdpaA/B+/jCbyBktdALl9qxfOePVq+JrWWWErfyqVqlwvisrhjsIPhkXbHUFvdw7ej3c1Ve8nllxzHelVW5bks6rfXDgE4bJtnDt0atwtBr4/HEiN54YsT1GNorXpLuc5LVsHPWrl2LJ554wmqO82uvvRa1tb61/DPxvK1lp/DYfw643tCBmbla6k9KFI+1hqdTWDBe/8r5Ss6csGA1woM10De34709NXhvT43EqVYGyyb4DaUnXe8A94Odkmo906wSfH1mCbuO2kjhlPwbbKuoReHmg4L2WfVtNR4Zdq35fia2llkOzvKT2Lzm7PdzVl46wz0EdAoNxrlm+xYBqbtBeYpkATs3e4vJZMKmTZsQHh5u/vvbb79FRkaGVF9F/NDm0pN45ONSUftOHpqMIdfQTBrENwxP0+Gv+b2wak8N78A5g9GEGJs+o3xa2o1oafedBZViwoOZuwjwLTUu5+AxS3LOKkGsmdzspa2034BvjIUrFy61m4NXg9GEKwYjokI1ilhgyVl+kiuviRnIyz0E3Pfed+bXbMecSN0NyhMkC9g/+eQTAIBKpcKmTZvM/dXVajWSk5OxdOlSqb6K+JnCzZV47xtxI+Bvub4Lnh7VB6WlpdImihAZOJrVpGPgXKpVrZpGrcILd2a6nHHAF/15SApye8Rhz4/nsPyrH51uq29uhy46zO7GKvfgMY6nHgwIEB3mXjiipN9AbH9uzpmLLdhWUSt4xhW5WI4dKapyPFOSqzzpirPfz7ZG/Njpi1jO2ALJETrmxGA0iaqBF7sfC8kC9g8//BAAcP3112PFihU04wphMvWDvfii8oyofTOv6YRVE3NgMHi/5oEQV/hq3DoGzh1Fb12U1Y1kZEYSHsu/Dq/sOOrZhMrstS+PoU9SJ/RKZLtHOKp588TgMaAjCNFFh/J2i5HqwYAA+49fELWfEn8Dsf25OTXnmvHKDsZ5LmXG5aBx/ZJw80tfOZxClQumb8vQYeWeGlFTyp5vdr7giu1AXqEBO99gdEdYpouVcj9Wkg86/eMf/2jVf50QPptLT4oO1n/bOx6bHr1J4hQRIg2D0YSiqnrzYj5tV4zMCyZZ7t89NhydI4I9lm5PWbipEvFRoUzb8tW8eWrw2LwxfQDQwktyMhhN+ObHc4L3U9JvYJnn9/wobLYbDjfofM13bFNceoJOG4YpN6bi7V3Vdg8hdQ0tKFi9HwOf/QL3vlOMlb+On1HZ/BQxDGVY4Rb2gcNiB6OyDEbnKlYcHeu01ft5B7OK3U8IyQedLly40Orv+vp6xMX5Vj8hIj+D0SS6z/rN18Xh/UmDpE0QIRJxVMsSGxkMvZNFwCxvJOebW/HMhgqn2/sy7lhhgtvdWjwxeGxEug5PDo7BhwcvW9W0i12sh9grqdajWUQfbaX8Bo7yvFj3ZHdXRKtaTHgwXr9vAM43teHRtT843IbLt7bddmzjbhVDfbuQgcNiB6Ny+PrLu1qJmquhH9a7i6j9XNXsuyJ5wP7jjz/iySefxEMPPYTbbrsNEydOhNFoxPLly5Gamir11xEf1X/R56L2+01MGP45OVfi1BAije0H6zBjTaldwc0afL+7uwpfHhZXO+drzjW3StKtxRODx3K7hWHqqEHYd7zBp2aV8BWsA0YjQzRY8acbHM784S1iB5faio0MxnN3ZKL1inQDyN1Z7fjC5XZ8X3NekoeH85euuN4IwgYOixmMyuFrtWNdiXpvjR6Wn8C6n7szGUkesM+bNw+5ubnIy8sD0DHN4xtvvIH58+fjgw8+kPrriA9au/c4GlvYMrCluMgg7H7qVhlSRIj7DKaOObvduXEHSrAOdNw0B/eME7U0vDf44qwSvoJ1wOhDN/XE0F7xMqeGnbuDSy3NHZOOkRlJoqe3dKRzZAj0LvqGO7Nqj7jJIMQSOnDYblXZqFDM/HcpTje2imq1Y58VqhXdRe3nXguM5AH7oUOHsGzZMnTq1AkAEBERgT/96U+0cBIBACzeUol3dgsvBNJ0Udj615tlSBEh0jh0ts3pnN2kg+1N01fnRCbSYZlhJCYiGI8Mu9aj6XLF3cGllnTRHcFqx0DnMJcLLsWEByEsOMhqO110KO7N6Y7useFoPP0Lorp0w8x15aLTxDr9qrtYur/xzb5i+yC9YFy66FY79lmhQoFGMfu5N5OR5AF77969sWHDBkydOtX82oYNG9CrVy+pv4r4mOe3igvWu0YHU7BOFO98i+/Mhe4tfDdNqr0ObCx9kl+4M1NxD3HMXXlCNbx99G2DVY1ahQXj0lxO6frCXX15H3QNBgNKS8+gJVpcgKgCoBWwXoI7WAJpIbOv8HWVYWm1Y50uNjslFuVlvwjez92ZjCSfJWbevHl4//33MXr0aHM/9g8++AALFiyQ+quID7ncZsCKXcKD9bAgNfbM+Z0MKSJEWp3D2IpT2xkUAomUM7gQ/8I360+SNgxvKfSaYe7Kc2MPqMA+09DIjCS8df8Ah7OrxEQEm88H96A7pu81AIDNZadQVFVvnm0lO0X4bCrctpOGpgjYSzxXZYKY2VdGZiThm1nD8NHUXLx6TxY+mpqLb2YNc3kNcQ+OgLBZocTuJ5TkNexpaWnYvn07duzYgXPnzmHcuHH47W9/S/OyB7BtFbV44j8HBPfz04aocGDRbbKkiRCp9ekSAl10qNP+k7GRIah3o0+pJz2W3wu9EqJQuOWQqGb/JG0Y5o5OQ+fIEOrqQpj4Wvco1prVR4b1Qm9dJ0G1vty5KP6p/td+7SYM7hGP3J5xVufDUe2zLjoUf0oPR1aW65YL2xWVuTQNT9Ph472/OO2mxH2m2MGtc0f3wcShqby/rzuzr4httWOpoXe09gvffp0jg/Hs+AxJHjglD9jPnTuH+fPn4+uvv4bBYEBQUBDy8/Mxd+5cmt4xAG2rqBW1WmNUiJqCdeJTNKqOObtnrCnl7T85Pusa81zFSmXb1DwiIwkl1Xp8VlGLD4p+drn/n3K7Y1TmNYoOtIhy+VL3KFddeUy4WrMq5mFEo1Zh6LXxGHqt44G2fDPUnG5sxUtFrUhNrcOovl0dBpK2ix45SpOrYP/1CQOgVkP0lJbxnUKdHr+nZl+xJfbBcWRGEoxG/Dotb0fFjL65HYVbDkH96zXgDskD9tmzZyM4OBjr1q1DYmIiTp48iTfeeAOzZ8/GihUrpP46omAGown/t0Z4sB4dFoSyBSNkSBEh8hqRrnNaO6MND/FYwK5SASaLu2xMRDCuGExoar06Q5NtLXh8ZCigAs41taKoqt58k+JuhiwB+6jMa0TdPOVc0psQuXA1q099Wm43H7ltlxYxDyN8+cJV7TMAFG45jBEZ17gMQHNSY83vlVTrze/x1RrbPtRbfnbNuWa8/20101SONeeanb7vzuwr7pYnYn6rbRW1mLHG/gGK677jbndAyQP2H374ARs2bEDXrl0BALGxsXj66adx++23S/1VROGyFm5Hu8BxeOFBwA/zqM868V3Obo4GowlJ2jDJZpZwxmTqaHKO7xSKmnPN+KjkOOouXZ3FplNYEJ6+rQ9G9e24gWyrqMXM/xywmXUiDAvGddyY5RxYJfeS3oTIreGS/QDNhkvt5kBNTI2ts3yhDQ9xWY5Y1j5zASgXyG4uO4WETmE439yGwi38eY+lttk2uJ3222uR+/yXLqeUfGXHMfTWdeLN42JnX/FGeeKJxZMkD9hzcnLw2WefYcqUKebXtmzZgqFDh0r9VUTBBhZ+josiVq77+x8GUK0a8Xl8tTNcE7qYbmJixHcKRWiQGst2HLO7kVxsuYJHPv4B5acuoH/3zg7TVNfYsfQ4N8hNioWObPE160tVK0WInFgCtdmflmPBxoNW0766CiBd5Ytbru/icD9blrXPrCuy2uY9obXNIUFqPHdHhssFpVwFsWIqCbxVnnii+47ks8ScPXsWL7/8Mm655Rbcc889uPnmm7Fs2TKcPn0aDzzwAB544AGpv5IozJ/f3YN6EcuqP3xTqrm2jxB/NTIjCQ96aAaG+MhQlwu7vL2rGjP/fcDp58z+tBwGownD03QY7SCPqlTAQzelCr4RsjTrL9xUaZ71ggQGg9GEoqp6bCg9aTXriRKxBGrnL7XbrdHgbJYTV/nCBODrI2yLrHG1z3yzrfClGXAv743MSMJf869z+T1cEOuI0NlXvFmeeGLxJMlr2CdMmCD1RxIfMnlVCf734wVB+0QGq/DS77Mw6tepqQjxd/lpOrwnc1/2JG0YoALTDbq5zXlr2PlL7fjbugP4rKIOlxxsazQBK3ZVo3/3zoKCdm8NKiPK5Wvdo8QGYM66SbAsyMQSc8ZGBiMnNVbUiqxS5L2U+Aim7ZydQyHzqnuzPPHE4kmSB+x33HGH1B9JfMSUf+7FTsanfk5okBo/zB+BkCDJG3sIUSyWlR3dNX9sGs41Sbfy6if7T7rcRmgfTU8t6U18gy92j3InAOMLIF2tcspqfL9roFGrUFRVL3rcjDt5T6oglnXWFm+WJ55YPImiJCKJDaUnsePQGcH7vfz7fhSsk4DjrKlXClGhGgxP07m9FLYQrpq3HfHUkt5E+Xy1exQXqLmTj20DSL1ED9r5fRIcfr4Q7uQ9V+dGhY7WE5YglutHPz6rq3kQrdi0ylGeeGLxJIqUiNs2l57CXz4uFbzfLdd1wdh+1A2GBCa+lR0tqXj+70pTqwHv76nGwOTOiI0MEZ1GMYQEB1Le0IlvE9KdQUmkePi2DSDdzbMqAHHhamSnxDr8fNbPcDfveWoFUI63yxO+Ml2qFZ4l7xJDAsviLZV4Z3e14P3iIoOxanKODCkiRBxvzANu2dS7o7IO/y09CX2z/aqDgPDFSQq3HMK731TjrgFdReVRsYQEB84WnpHjhk6Uy5e7R/H1s2YREx5sF0DqtOHM+/Plm8lZ0VbzrIvpgidF3hPSB91dSihP5FytlwJ2ItriLQfxzu4awfvFRQZj31yaa50ohzcHunFNvYN7xmHO6DTegp67Cez58SyWf1XF9Nl1DS14d3c1hqcl4ItK4V3WhBJTe+XJGzpRLl/vHmUbqJ272IrCLYdc7jdpaIpdMJeTGouYiGC7hZgsdY4IxuLbM+3mUNdpwzB39PVIbK8zv2YZyLJQq4Dl9/aXLO/JGcQ6+i5vlydyrdZLATsRZWvZKVHB+s3XxuCfU2hOfqIcShro5qyg597LSY3FJ/tPMk/PpgJQcbIRy+/JwrxNB61q8KWkgvjaK0/e0IkyeWLQntws86/BaMK731Q7rdXuHBGMR4b1EvVdJgAjMnQYkWGfb2AyorS0zmp7LpCd+Z8DaHaxRorRBHSODBWVLj5yBbGO+Gt5Qn3YiWCX2wz469pSwfsN692FgnWiKL440I2rLWO99XB9f+M6hWHv08Px0dRcPDA4mWlfbXgw0/dEhmjcfrBhGVRG/Jen+zvLzVXfdhWA5+/MdHg8JdV6p7XrAHDhUjtKqvWC8s3wNB2C1Gxhn5K6HomZl98fyxOfCdiPHj2Ku+66C9nZ2ViyZAlMJrYbaElJCW677TYMGjQIq1atsnpv7dq1yMvLQ3p6OiZPnowzZ+RvMvZ1z2+tRJ9529BmEBbA5PdJwMpJ1GedKIuvDnQDAG1EsKDtz1xsMd/E4hgHtU0emgrA9WA6R3OzEyKU3IP2PI3veJJcHI9c/flLqvVouMzWwlZzrlnQZ8tlW0Ut8pbsxL3vFOMvH5fi3neKkbdkp8MFp/ydT3SJaWtrQ0FBAfLy8vDKK6/g2Wefxaeffoq77rrL6X56vR7Tpk3DpEmTMGbMGDz++OPo06cPcnNz8f333+PVV1/Fyy+/jB49emDmzJlYsmQJ/v73v3voqHzP81sr8fYuYYPXVACW3ZOF8Vld5UkUIW7wxYFufF14XLFc8fCVHcecbst1P3hk2LXorYuyW1bdEaFzsBPiiL91ZxBzPHL15xdSjr2y4xh66zp59SFJSd0VlcAnath37dqFpqYmzJ49G927d8fjjz+OdevWudxv48aN6NKlC2bMmIGUlBRMnz7dvF91dTUWLFiAIUOGQKfT4c4770RFRYXch+Kz2q4YRc008Y97+lOwThTL1wa6iVmx0HIqM25/Flz3g5EZSfj7H7Kcbqvklgjie/ytO4PQ45FrekIh5Ri3Cqu3ugP6YndFuflEwH748GH069cP4eEdUx317t0bVVWuZ0k4cuQIcnNzoVJ1XPZ9+/ZFZWXHzer3v/89fve7qzOVVFdXIzmZrV9nIPqwqIZpKWRLU29MxZgsmmedKJe35+0VimXJcku2fX9Z9/9r/nVWNVesK6YqqSWCEF8lV39+IYs8efsh3Je7K8pFUV1ipk+fjpKSErvXNRoNRo0aZf5bpVJBrVajoaEBWq2W9/OamprQs2dP899RUVE4ffq03Xbnz5/H2rVr8dJLLwlOs8HA1neT2451eyW53GbA2u+PC9pnVEYinhrZ2yPH68vnVumEnluNRiNncgThS7PBaMLeGj3OXGxFQqdQPH1bb/zfxwd45+2dO/p6wGSEs1MgxTXYdsWI1d/9jOP6S+geG4H7ByXbrQJc13BJ0GdyU7wN75MAg8HAvH/32DCrY4mPZOsvHx8Z7Hf50F/KFyXlTcD759W2HMhOUVa3m+F9EvD6hCws2nzIqjuabZ52xPLc8pV3rOoaLqGtXevxc8VaVtU1XILBECNrWmxJfe2y5k1FBeyLFi1CS4v9E9UHH3xgriXnhIaGoqWlxWnArtFoEBISYrePrYULF6J///747W9/KzjN5eXlsm7vbc9/o8f3tW2C9ukUosLE64HS0lJ5EsXD186tL2E9twMHDpQ5Jewcpbn4RAtWljai/rLR/FpcuBrjrovAN7+0WL0eG67G5KxoJLbX2U2RJuQ7AcBgMuHQ2TacbzGic5gafbqEQGNRpn1woBGbjl6C0WKf57cewdjrIvBAv2jza41n2Gq67+oTib4JIR3fY5F+1v0bT/+C0tKrg/CDTSbEhautzo+tuHA1ghuOo7T0F6bv8DW+Xr4oKW8CMLd2e+O88pUDk7OikdtNGd3fACARwGu/i7EvOxjLpHc+28tb3n1VcxmNba6bzYsrqvDspgqrz4gOUeGm5HBkXxNqV5ZJRWxZ5UlSXbuseVNRAXt8fDzv68eOWQ+Sam5uRnCw81ofrVYLvf5qc4mjfdatW4fvv/8e69evF5XmzMxMpqcjg8GA8vJy5u2V4PY3vkW5wGBdBWDJ3f0wMF0nT6Ic8MVz6yt8+dzapnn7wTq8XFRq1ydSf9mIjUcv4bV7shAbGSyqFsnZedp+sM6+liw6FPPG9MGIdB1e2HYYG47a33yNADYcvYSExAQ8NfL6jmMymvDmD1/jdGOr07mqn5+Q5zDtrPvfm59jt39hSB1mrCkFYN8SYQIwrv9v0K5NQJbCaird5ct5QMnS0tJQWVnp8fPqrBx4uegCXp+QhREevH+xEPqoZTAY8M5ne/Fy0QXe8m7ZH/th4eZK3nUZVABiIoKxttJ+tpjGNhM2H7uEzccuWZVlUuLKKr7B7s7KKrl5q0xQVMDOJzMz02qQ6YkTJ9DW1ua0dp3bb8uWLea/Dx06hMTERPPfZWVleO655/DWW2/xPiy4otFoBP1gQrf3lrkbylB+slHQPpGhGvz99/28NmrbV86tL/LFc2uZZoPRhMIth3kHMKkAPPfZYXwza5hbhb/tedpWUYsZa+yDg7rGVkxfU4rX/pCF976pcfqZ731Tg8eHX4/SXy7gzMUW3JvTHa/sOOZ06e2QYMdFu0YDLBiX7nLpbkf7j+rbFW+q1XYrCKpUgMkErPr2Z6z69mePrRDrab6YB5SMO5eePK8s5UDhlsMYkXGNVx46DUaTJLPjGIwmrCxtdHqcL2w7gmfHZ2DGmh/Mr3NUFtu6UtfYihlrSiWfseWLQ7VoueK4RY+lrPMET5cJPjHoNDs7GxcvXjTXgq9YsQJDhgwxn6impia0t9s/JQ4bNgz79u1DcXExrly5gpUrVyIvLw8AcO7cORQUFGDq1KlIT09Hc3MzmpuVMe+ot0355158WMTerK0CMLavDmXzR/jdTZr4B28MYGKZ0eUv/y51OZjbaAJyntthnof4lR3HEBMRbDcPO+tc1c7muv5r/nVovWLkXZxkZEYSvpk1DP96MBtjekWY02eJm3ItEOdJJsqm5IGMUs43vrdG77T7GnecnSNDnZYFrhZvsiTljC3cdI583x8TEazYKR3FLPLEyidq2IOCglBYWIiZM2fixRdfhMFgwOrVq83vjxs3DnPmzEF+fr7VfrGxsZg1axamTJmCqKgoREREYPHixQCAzZs3o76+HsuWLcOyZcvM+xw5csQjx6RUz26qxI5D7P3BUuMjsf2vN9kNjiNESbwx3zrLjCysRfnFlitWfzf8eiN7LP86pMRHCK6Ns50buuZcMz4qOY5Xdhw1b8NXU65Rq5CdEotH1zg+Nq4Gj+ZlJ0qj1HUXpJ5v/MxF9lmdxmd1dThP/OayU8zfZ/mgM7hnHPN+jrBUdIQGqTE8TVndloCO39G2BVLKFkefCNgBID8/H59//jnKy8sxYMAAxMZenWZt586dvPvdd999yMvLQ1VVFXJychAVFQUAmDhxIiZOnCh3sn3Khh9O4t09wuZaz7s2joJ1onjemG9dzps+FxR/vPe46G483NzQ2ypqsWzHMUHBAmsNnhQ3cEKkosR1F1zNNy7m4TehUyjjdh3HqVGrkJMaaw7aS6r1iI9i+wxLUpR5LBUddY2tiitbPLHIk88E7ACQmJho1QedVXJyMs2x7oKYVUwBYM6oNBlSQ4i0uPmH6xpanA62lHK+dblv+lxQXPxTPdQqlah+r2KDBSE1eIQohTfKAVdYu+kIyefZKbGIC1dDf9nIdJyOaoZ10aGIiQhGw6V25pZAKco8pbaCOCPHQ5cjPhWwE3lsLTslKljP75OA8BAahEWUj1uIxNVgSym7b3DBgZCFjsSY8a/9uHD5al9PIU2wQvr0WtZmCa3BI0QJvFEOuMIaeArJ5xq1CpOzovFy0QWXx8lXM2w5k5TtZ9iS8kFHia0grogtR4WivgwBzmA04clPygTv17drNN79c7YMKSJEHs4GW8oxgMlytUI5Wd7EgatNsFvLTrkc/CS2NourwfOVFWKJ75Fr8J6nywFXWANPvnzONyg1t1sYXp+Q5fQ4WWqGYyKCkRjNn0apH3R8bfVpwHOtAlTDHuD+8eUxNLcKW61rRJ94vP3nQTKliBD52A62dGfqNNbv+8ut1+LVL3+U5fMd4W6+j3z0g9UMLo5q5MTWZgmpwSNEKLkH73m6HHDGVTcdPixdLUak6zAi4xre42SpGb5wqR3/enAA1GoVdlTW4b+lJ63mbtdJPI2rEltBXPFUqwAF7AFsW0Utln15zPWGFkKD1HjjTzkypYgQ+XGDLT2lR5coj32XJb7pFi1rEd3p08vV4BVuOWzd99VP52EnnuGJwXuA58sBZ+ngC1BdYelq4ew4WWt8zzW3YnxWVwzuGYc5o9Nkf9DhWkHs+tUrtGzx1NgICtgDFNcUJtSr92Qp6smWEKWToq+lWmUdgMdEBAuaIxlwXCPnbm2Wqxo8QoTw1OA9peELUFnzudiuFmJqhj31oKOkVhBXPNUqQAF7gGKZOslSRLAaS/+YpbgnW0KUjqX2RfvrbAyA48J++b390Tky1HzjMhpNuO+97wSnxVGNnLu1WUqpqSS+z1OD95TIUYDKms/FVgoocdYcS75UtniiVYAC9gAl5Ik8NEiN0vkjaL51QkRgqX154c5MAGAu7A1Gk6h+rxzb/O9LtVnEf/nilH5Ssg1QXeVzdwNqX+wvrmRyl6MUsAcQg9FkvpDOMc6jDHR0g6FgnRDxRmYk4fUJ/fHMhgqnA7ZYC3t3+r0CjmvkfKk2i/gnX5zST06u8rkJwD3Zv3HrO3ytv7jSyVmOUsAeIByNurftF2tLBeD1Cf0pwxLipm0VtSjccsgqWI+NDMHc0dY3RCGFPd+N1lm+9nYTNyHOKL2Lhjfw5XPOKzuO4eO9v7gVXFMLm2+ggD0A8I26dzWt7esTBmBUXwrWCXEHX/4739yGGWv24021+FkvHN1ouc8FqImb+BbqouEYl8+X7/wRr+w4ave+FDPoUAub8lE/Bz/nbNQ9x7bsS9KG4a37KVgnxF2uZr0AOvqtu7MoDHej5aZdG9VXWQvDECKE0hY2UpKP9x53+LpUZQlRNqph93Mss8EYTcDc0X0Q3ymUmsIIkZC3Zr2gJm7iy+j6tSekLMlJifFYuojnUMDu51hH08d3CsX4rK4yp4aQwOLNWS+oiZv4Mrp+rQX6DDqEusT4PRp1T4j3UP4jhEiByhJCAbuf40bd8zUkqtDRZz2QRt0T4imU/wghUqCyhFDA7ue4UfcA7DJ6II+6J8QTKP8RQqRAZQmhgD0A0Kh7QryH8h8hRApUlgQ2GnQaIGjUPSHeQ/mPECIFKksCFwXsAYRG3RPiPZT/CCFSoLIkMFGXGEIIIYQQQhSMAnZCCCGEEEIUjAJ2QgghhBBCFIwCdkIIIYQQQhSMAnZCCCGEEEIUjAJ2QgghhBBCFIwCdkIIIYQQQhTMZwL2o0eP4q677kJ2djaWLFkCk8nEtF9JSQluu+02DBo0CKtWrXK4TXt7O8aOHYvvvvtOyiQTQgghhBDiNp8I2Nva2lBQUID09HR88sknqKqqwqeffupyP71ej2nTpmH06NFYu3YtNm3ahOLiYrvt3n33XRw9elSOpBNCCCGEEOIWnwjYd+3ahaamJsyePRvdu3fH448/jnXr1rncb+PGjejSpQtmzJiBlJQUTJ8+3W6/mpoarFy5El27dpUr+YQQQgghhIgW5O0EsDh8+DD69euH8PBwAEDv3r1RVVXlcr8jR44gNzcXKpUKANC3b18sXbrUapt58+Zh6tSp2L17t6i0GQwGQduxbk/Y0bmVj9Bzq9Fo5EyOIJ68HgLtGgyk4/WXY1VS3gT857wqEZ1beUl9flnzpqIC9unTp6OkpMTudY1Gg1GjRpn/VqlUUKvVaGhogFar5f28pqYm9OzZ0/x3VFQUTp8+bf77k08+QVNTEyZPniw6YC8vL5d1e8KOzq18WM/twIEDZU4JO29cD4F2DQbS8fr6sSopbwJAZWUlAN8/r0pG51ZeUp1f1rypqIB90aJFaGlpsXv9gw8+MNeSc0JDQ9HS0uI0YNdoNAgJCbHbB+jo37506VK8++67CAoSfxoyMzOZno4MBgPKy8uZtyfs6NzKx5fPrSfT7MvnSYxAOt5AOlZPSktLQ2VlJZ1XGdA1Ky9vnV9FBezx8fG8rx87dszqtebmZgQHBzv9PK1WC71e73CfxYsX4+6770afPn3cSrNGoxH0gwndnrCjcysfXzy33kizL54ndwTS8QbSsXoCdy7pvMqHzq28PH1+fWLQaWZmJg4cOGD++8SJE2hra3Nau+5ov0OHDiExMREAsHnzZnz44Ye44YYbcMMNN2Dfvn0oKCjAihUr5DkIQgghhBBCRFBUDTuf7OxsXLx4EevXr8ftt9+OFStWYMiQIeYnm6amJoSGhtrVuA8bNgyLFi1CcXExbrjhBqxcuRJ5eXkAgC+//NJq28cffxx//vOfceONN3rmoAghhBBCCGHgEwF7UFAQCgsLMXPmTLz44oswGAxYvXq1+f1x48Zhzpw5yM/Pt9ovNjYWs2bNwpQpUxAVFYWIiAgsXrwYANCtWzerbUNDQxEfH4/o6Gj5D4gQQgghhBBGPhGwA0B+fj4+//xzlJeXY8CAAYiNjTW/t3PnTt797rvvPuTl5aGqqgo5OTmIiopyuN2HH34oeZoJIYQQQghxl88E7ACQmJho7oMuRHJyMpKTk2VIESGEEEIIIfLyiUGnhBBCCCGEBCoK2AkhhBBCCFEwCtgJIYQQQghRMArYCSGEEEIIUTAK2AkhhBBCCFEwCtgJIYQQQghRMArYCSGEEEIIUTAK2AkhhBBCCFEwCtgJIYQQQghRMJ9a6dSXGIwmlFTrceZiCxI6hWFgd623k0QIIZIwGE2oONOK4wdOQaeNQE5qLDRqlbeTRQghfosCdhlsq6jFwk2VqG1oMb+miw7Fn9LDkZXlvXQRQoi7tlXUYsHGg6hrbAVwHgCQpA3D/LFpGJmR5N3EEUKIn6IuMRLbVlGLaav3WwXrAHC6sRUvFV3A9oN1XkoZIYS4hyvfOoL1q+oaWjBt9X5sq6j1UsoIIcS/UcAuIYPRhIWbKmFy8B73WuGWwzAYHW1BCCHKxVK+LdxUSeUbIYTIgAJ2CZVU6+1q1m3VNrSgpFrvoRQRQog0XJVvJlD5RgghcqGAXUJnLjoP1oVuRwghSkHlGyGEeA8F7BJK6BQm6XaEEKIUVL4RQoj3UMAuoZzUWCRpw+BscrMkbRhyUmM9liZCCJGCq/JNBSrfCCFELhSwS0ijVmH+2DQAsLupcX/PHX09zVdMCPE5LOXb/LFpVL4RQogMKGCX2MiMJLx5/wDotNbNwjptGJ4cHIMR6TovpYwQQtzDlW+J0aFWr+u0YXjz/gE0DzshhMiEFk6SwciMJAxP09mtdFpedsDbSSOEELeMzEjCsN5d8NGOEkQn/oZWOiWEEA+ggF0mGrUKg3vGmf82GAxeTA0hhEhHo1YhIyEUWf2ugUaj8XZyCCHE71GXGEIIIYQQQhSMAnZCCCGEEEIUjLrEiGQydSy/zdrVhduOusZIj86tfMScW7VaDZXKe/2ZheZNKQTaNRhIx+tPx+rtvAnY509/OK9KQ+dWXnKcX5a8qTJxuYcI0tbWhvLycm8ngxDFycrK8mq/ZsqbhDjm7bwJUP4kxBGWvEkBu0hGoxFXrlxRRI0FIUri7TxBeZMQx5SQJyh/EmKPatgJIYQQQgjxcTTolBBCCCGEEAWjgJ0QQgghhBAFo4CdEEIIIYQQBaOAnRBCCCGEEAWjgJ0QQgghhBAFo4CdEEIIIYQQBaOAnRBCCCGEEAWjgJ0QQgghhBAFo4CdEEIIIYQQBaOAnRBCCCGEEAWjgJ0QQgghhBAFo4CdEEIIIYQQBaOAnRBCCCGEEAWjgJ0QQgghhBAFo4CdEEIIIYQQBaOAXSSTyQSDwQCTyeTtpBBCLFDeJES5KH8SIg4F7CIZjUaUlpbCaDQyb19WVsa8PWFH51Y+vnhuheZNqb7T186TOwLpeAPpWD2By59Xrlyh8yoTumbl5a3zSwG7h5hMJrS3t1Otggzo3MqHzi2bQDtPgXS8gXSsnkTnVT50buXlrfNLATshhBBCCCEKRgE7IYQQQgghChbk7QQQIiWD0YSSaj3OXGxBQqcw5KTGQqNWeTtZhBAiOSrvCFEeufIlBezEb2w/WIfCLYdR29Bifi1JG4b5Y9MwMiPJiykjhBBpbauoxcJNlVTeEaIgcuZL6hJD/ELxiRbMWFNqlUkAoK6hBdNW78e2ilovpYwQQqS1raIW01bvp/KOEAWRO19SwE58nsFowsrSRjgar829tnBTJQxGGjFPCPFtBqMJCzdVUnlHiIJ4Il9SwE583t4aPeov88+HagJQ29CCkmq95xJFCCEyKKnW29XgWaLyjhDP80S+pICd+LwzF1sZt+PPTIQQ4gtYyzEq7wjxHE/kSwrYic9L6BTKuF2YzCkhhBB5sZZjVN4R4jmeyJcUsBOfl50Si7hwNfgmTVKhY5R2TmqsJ5NFCCGSy0mNRZI2jMo7QhTEE/mSAnbi8zRqFSZnRQOAXWbh/p4/No3mJyaE+DyNWoX5Y9MAUHlHiFJ4Il9SwE78Qm63MLw+IQs6rXVzk04bhjfvH0DzEhNC/MbIjCS8ef8AKu8IURC58yUtnET8xoh0HUZkXEMr/xFC/N7IjCQMT9NReUeIgsiZLylgJ35Fo1ZhcM84byeDEEJkR+UdIcojV75UXJeYo0eP4q677kJ2djaWLFkCk8n1JPMlJSW47bbbMGjQIKxatcr8+j/+8Q/07t3b7t93330HACgoKLB6feLEiXIdFiGEEEIIIaIoKmBva2tDQUEB0tPT8cknn6Cqqgqffvqp0330ej2mTZuG0aNHY+3atdi0aROKi4sBAA899BD27t1r/rdhwwbExsYiLa1jYEBFRQU2bdpkfv+NN96Q/RgJIYQQQggRQlEB+65du9DU1ITZs2eje/fuePzxx7Fu3Tqn+2zcuBFdunTBjBkzkJKSgunTp5v3CQ0NRXR0tPnfv/71L0ycOBGdOnVCXV0dAOC6664zvx8RESH7MRJCCCGEECKEogL2w4cPo1+/fggPDwcA9O7dG1VVVU73OXLkCHJzc6FSdXTo79u3LyorK+22O336NL744gvcf//9AICysjIYDAbcdNNNyMrKwmOPPYaGhgaJj4gQawajCUVV9dhQehJFVfUwGF13+SKE+D8qGwjxH3LkZ0UNOm1qakK3bt3Mf6tUKqjVajQ0NECr1fLu07NnT/PfUVFROH36tN12H3/8McaMGYPIyEgAQE1NDdLT0zFr1iyo1WrMnj0bS5cuxcKFCwWl2WAwCNqOdXvCzlfO7faDdVi0+RDqGlvNr+miQzFvTB+MSNd5MWX8hJ5bjUYjZ3IE8eT14CvXoFQC6Xg9cayeKBuUlDeBwLqGPI3OrbxcnV+h+Zk1b6pMLKM6PeSll17ClStXMHv2bPNrN998M/79738jMTHR4T5//etfMWDAADzwwAMAOk5g3759cfDgQfM2BoMBN998M/75z39aBfeWSkpK8Oijj5r7v7tiMBhQWlrKeGQk0BWfaMFLRRd4339ycAxyu/n+UuIDBw70dhIobxKf4qmyQQl5E6D8SfybmPzMmjcVVcOu1Wpx7Ngxq9eam5sRHBzsdB+9Xu90+++++w6dO3fmDdYBIDo6GufPn0dbWxtCQkKY05yZmcn0dGQwGFBeXs68PWGn9HNrMJowY/vXvO+rAKyubMHUUYMUN4ey0s+tM55Msy+fJzEC6XjlPFZfLhvclZaWhsrKyoC4hjwtkPKnN/CdX7nzs6IC9szMTKtBpidOnEBbWxtvdxhuny1btpj/PnTokF1t/GeffYb8/Hyr1x599FFMnjwZWVlZAIDy8nJ06dJFULAOdDRlCMkQQrcn7JR6bktq6q2axmyZANQ2tGDf8QbFzqms1HPrjDfS7IvnyR2BdLxyHKs/lA1icecykK4hT6NzKy/b8yt3flbUoNPs7GxcvHgR69evBwCsWLECQ4YMgUajQVNTE9rb2+32GTZsGPbt24fi4mJcuXIFK1euRF5entU2u3fvxqBBg6xeu+666/D888/jwIED+Oqrr/Dqq6/i3nvvle3YSOA6c7FF0u0IIf6BygZC/Ifc+VlRNexBQUEoLCzEzJkz8eKLL8JgMGD16tUAgHHjxmHOnDl2NeWxsbGYNWsWpkyZgqioKERERGDx4sXm948fP44zZ84gMzPTar+HH34Yp06dwqRJkxAXF4d77rkHDz/8sPwHSQJOQie2/qes2xFC/AOVDYT4D7nzs6ICdgDIz8/H559/jvLycgwYMACxsbEAgJ07d/Luc9999yEvLw9VVVXIyclBVFSU+b3u3bs7nOYxODgYzz33HJ577jnpD4IQCzmpsUjShqGuoQWORnirAOi0YchJjfV00gghXkRlAyH+Q+78rKguMZzExETk5+ebg3UWycnJGDZsmFWwTogSaNQqzB/bsbqu7TAT7u/5Y9P8blAZIcQ5KhsI8R9y52dFBuyE+JuRGUl48/4B0Gmtm8J02jC8ef8AjMxI8lLKCCHeRGUDIf5DzvysuC4xhPirkRlJGJ6mQ0m1HmcutiChU0fTGNWeERLYqGwgxH/IlZ8pYCfEgzRqld9Nz0YIcR+VDYT4DznyM3WJIYQQQgghRMEoYCeEEEIIIUTBKGAnhBBCCCFEwShgJ4QQQgghRMFo0CkhfsBgNNEME4R4GeVDQgKDwWRC8U/1ONfc7rG8TgE7IT5uW0UtFm6qRG1Di/m1JG0Y5o9NozmcCfEQyoeEBIbtB+swd8tZ1F8+bX7NE3mdusQQ4sO2VdRi2ur9VkECANQ1tGDa6v3YVlHrpZQREjgoHxISGLZV1GLGmlLUXzZave6JvE4BOyE+ymA0YeGmSpgcvMe9tnBTJQxGR1t07F9UVY8NpSdRVFXPux0hhF/bFSPm/LdcdD4khHiH0Hugu/dcd1GXGEJ8VEm13q5Gz5IJQG1DC0qq9XYLOFDzPSHu21ZRizn/rYC+uZ13G2f5kBDiHWLuge7cc6VANeyEKJSrp/8zF/kLDmfbUfM9Ie7bWnYKBav3Q9/cxrQ9a34lxJsCoeVV7D1Q7D1XKlTDTogCsTz9J3QKY/osy+1cNemp0NGkNzxNR7NbEMJja1ktHvnoB0H7sOZXQrwlEFpe3bkHirnnSolq2AlRGNan/5zUWCRpw8AXVqvQUdjmpMaaXxPSpEcIsbetohbT1+wHa8Wjo3xIiNIESsurO/dAMfdcKVHAToiCCBnUolGrMH9sGgDYFSDc3/PHplnVEni7SY8QX8blT6Fs8yEhSuLtwZSe5M490PKea4vvnislCtiJYgVCXzpbQp/+R2Yk4c37B0CntW6C02nD8Ob9A+yaMb3dpEeIrzIYTXh/T7XT/GkrNjLYYT4kzgVi2e9NgdTy6u49cGRGEl6fkIW4cOvwme+eKyXqw04UKRD60jki5ul/ZEYShqfpmFZY5Jr06hpaHNamqNBR8FDzPSFXFZ9owYztX6OusZV5n7jIEBTNvhUhQVQvJkSglv3eFEgtr1LcA0ek6xDfVot2bXePrnRKJQlRnEDpS+eI2Kd/jVqFwT3jMD6rKwb3jOMtOMR0oyEkkG0/WIeXii4ICtYBYPEdGRSsCxTIZb83BVLLq1T3QI1Khdweru+5UqLShChKIPWlc8QTg1qEdqMhJFAZjCYs2nxI0D5qFfDGhP6UjwQK9LLfm7w9mNLTfPUeqLguMUePHsXs2bNx/Phx3H333fjb3/4Glcr5k0tJSQnmz58PvV6PgoICTJo0yfxeQUEBvvrqK/PfgwcPxvvvv+9yP+Id3l6YwNu4p/9pq/dDBVjdvKSsARfSjYaQQFVSrRdcs7783gEY1VeZN3wlC/Sy35s8dd9REl+8Byqqhr2trQ0FBQVIT0/HJ598gqqqKnz66adO99Hr9Zg2bRpGjx6NtWvXYtOmTSguLja/X1FRgU2bNmHv3r3Yu3cv3njjDab9iHcEUl86Pp56+mftRkNIoBJSziRpw/DW/RSsi0Vlv3f5aq2zO3ztHqioGvZdu3ahqakJs2fPRnh4OB5//HEsXLgQd911F+8+GzduRJcuXTBjxgyoVCpMnz4d69atQ25uLurq6gAA1113naD9iPcEUl86Z3zx6Z8Qf8Nazswd3QcTh6ZS/nQDlf3eR/cdZVNUDfvhw4fRr18/hIeHAwB69+6Nqqoqp/scOXIEubm55m4zffv2RWVlxzy5ZWVlMBgMuOmmm5CVlYXHHnsMDQ0NLvcj3hNofemc8bWnf0L8TU5qLHTRobzvc+URBevuo7JfGei+o1yKqmFvampCt27dzH+rVCqo1Wo0NDRAq9Xy7tOzZ0/z31FRUTh9+jQAoKamBunp6Zg1axbUajVmz56NpUuXYuHChU73E8JgMAjajnX7QDZ39PWYsaaUty/d3NHXAyYjuFNJ51Y+Qs+tRqORMzmCePJ6CLRrMJCO9+lRvfF/H5cxl0dKpaS8CTi+hoSW/cSxQMqf3iD1+WXNm4oK2DUaDUJCQqxeCw0NRUtLC2/AbrsPtz0APPTQQ3jooYfM7z3xxBN49NFHsXDhQqf7CVFeXi7r9oEoEcATg2OwsrQR9ZeN5tdjw9WYnBWNxPY6lJbW2e1H51Y+rOd24MCBMqeEnTeuh0C7BgPheK8B8KSI8khplJQ3AZhbtC2vIbFlP3EsEPKnN0l1flnzpqICdq1Wi2PHjlm91tzcjODgYKf76PV6pu2jo6Nx/vx5tLW1CdrPmczMTKanI4PBgPLycubtA11WFjB1lAl7a/Q4c7EVCZ1CkZ3iuC8dnVv5+PK59WSaffk8iRFIx9tRi1aOySNuwP5fGlyWR4RNWloaKisr7a4hIWU/cSyQ8qc3eOv8Kipgz8zMxLp168x/nzhxwhxcO9tny5Yt5r8PHTqExMREAMCjjz6KyZMnIysrC0DH01CXLl0QEhLidD8hNBqNoB9M6PaBTKMBhvZKELA9nVu5+OK59UaaffE8uSOQjjckOEhQeUSc464bR9eQ0LKfOBZI+dMbPH1+FTXoNDs7GxcvXsT69esBACtWrMCQIUOg0WjQ1NSE9vZ2u32GDRuGffv2obi4GFeuXMHKlSuRl5cHoGN2mOeffx4HDhzAV199hVdffRX33nuvy/0IIYQQQghRCkXVsAcFBaGwsBAzZ87Eiy++CIPBgNWrVwMAxo0bhzlz5iA/P99qn9jYWMyaNQtTpkxBVFQUIiIisHjxYgDAww8/jFOnTmHSpEmIi4vDPffcg4cfftjlfoQQQgghhCiFogJ2AMjPz8fnn3+O8vJyDBgwALGxHVM47dy5k3ef++67D3l5eaiqqkJOTg6ioqIAAMHBwXjuuefw3HPPCdqPEKBjqWyaj5YQ/0T5mygdXaPEkuICdgBITEwU3J88OTkZycnJgr9L7H7Ev22rqMXCTZVWS2UnacMwf2wa74pvVLgS4hu2ltXimQ0V0De3mV9zlb8J8SQx9yBPo3ueZykyYCfEm7ZV1GLa6v1W8wADQF1DC6at3u9wmWZfKFwJIcDzWyvx9q5qu9drneRvQjxJzD3I0+ie53mKGnRKiLcZjCYs2FhpV1ACVxfyWLipEgbj1S24wtWy4AKuFq7bKmrlSzAhhNnm0lMOg3WOCfb5mxBPMhhNWLhJ2D3I0+ie55rBaEJRVT02lJ5EUVW9JL8X1bATn2YwmlD8Uz32Hr+Mluh65Pbs4laT3PKdx1DXyL+AlgkdNXEl1XoM7hnnsnBVoaNwHZ6mo6ZCQrxoc+lJPPJxqcvtLPM3IZ5WUq23C4Qt2d6DPI3uea5tLTv1a5e7qzMbStH6QAE78Vl2TXLf7XUrU2yrqMUrO4653hDAmYsd3ymkcM1JjaX+foR4weItlXhnN3/Nui0ufxNiS+5+26zXnreuUaU/UHibnF3uKGAnPklsHz++wparNWCV0CkMAHuhuaOyDo//u5T6+xHiYc9uqsS7e9iDdeBq/ib+xd1g2xP9tlmvPW9do0p/oPCmrWW1TF3uxLY+UMBOfI7YJjlnha02PMRprYGlJG0YBiZ3RlFVPY6dbmLa5709NXavKWkAESH+qHBzBd7b87OgfeIiQ5CTGitTioi3uBtse2ogaE5qLJK0YahraHF4j1MB0GnDvHaNKv2BwlsMRhOe2VDhcjt3Wh9o0CnxOUKa5DiuBsl8UVnH/P3j+iXh5pe+wr3vFGP5Vz863VYFgO9BWikDiAjxR4u3VOK9b4QF6wBQOD6Duqr5GXcHSXpyIKhGrcL8sWkAOu4flri/549N89o1yj1Q8H27Ch0PQoH20FtSrbeaJtYZsa0PFLATnyO0SY6lsN1QeorpM8f0TcKKXdVMtfGqXz/fWRnu6OGCEOKerWW1gvqscx6+KRWj+lJrlz+RItgWU0nkjpEZSXjz/gHQaa1rqXXaMK+3yCr9gcJbhAThYlsfqEsM8TlCm+RYCtv65jbERgbjfHO7w4IdABI7heD7mvO879vSacNwW4YOKx10h7EViP39CJEDa9O0reX39MeYrGtkSBHxJikGSXqj3/bIjCQMT9MpcqIC7oHCtouRLoDHZbHGJbGRwaJbHyhgJz5HaB8/1kL0jqyuWLmnxlwzbvl5ADBhUDLTLDKP3NITQ6/tYp4VhiVgD7T+foTIRUjTNGf5PVkUrPspKYJtb/Xb1qhVip1pRckPFN7AxSWuWt+fdaPLHXWJIT5HaJMcayGan6Zz2gyZEh/J9Dm9EjthcM84aNQq6u9HiIcJreWcemMqxmR1lSk1xNukCLapHHeMe6AYn9XVfM8LVFxc4uwMdHS5E18xQDXsxCcJaZITUiOvUat4aw2KquqZ0mZZ8HOZeNrq/bw199zDR1FVPdVUECISN2XfsdMXmfeZMjQVT49OkzFVxNukmHWFtRynMlt+cs+D7w6+uCQuMgSF4zPcHh9DATtRNGeZk2uSK646i70VR5GdcZ3DlU6FFrZ8zZBiC35XDxcAkLdkJ83RTogIBqMJy3cew6o9Nbhwud31Dr96MC8Zz4yhYN3fSRVsU79t7/PEPPjukrOrEAXsRLFYMqdGrUJujziENYYjqwd/k5wUha07Bb+jTDwwuTPe/PpHh/3iWeb2VXJNAyGesK2iFk99Ui4oUAc6usFQzXrgkCrYpn7b4kmxaJUn5sFXMgrYiSLJkTmFFLZ8hYuzgn/u6I4FmDaUnnT42ZY191vLapH7/Je8g+OcLQDFnR+l1zQQIqdtFbUoWL1f0D5SNU0T3yNVsM3XAqvEChSD0YSSGtddLeVOu7v3K7GLJXqDnPdmCtiJ4kiVOfkKIVej7l1luOFpOnQKDUbRT+cAdHxew6U2FG5hy6TPb610unyx5bE6mm6MahpIoDMYTZjxL/Zg/ZFbrsXQa+MVEUQR5+QMHoXOusKaFiVWoBSfaMGM7V+jrrHVaZrkTrsU9ysppub0BLnvzRSwE8URmzktaxNqzjXjo5LjVoVVbGQwnh2f4XSUtqsM99BNqdh4oNYqfau/+xkXLtk3yTvKpFvLTjEF65YsZ72Qu6bB9gY1sLtW8GcQIrecwu0wCFhUsldilGKnxyNXOQoeWcptT6WFL+BVWgXK9oN1eKnogt3rtmmSO+1S3a+8MQ++UJ5oBaCAnSiOmMzpqDbBlr65HdPX/ICHT1zA7FH2/VdZVsRzFGw7Cta5fSwzKQBRC7pYzjojZ02DoxuULjoUf0oPR1aW0FQTIo8bX9iJ+ssGQfvQOgfKxxc8uiq3PZkW20BWiV01DEYTFm0+5PA9yzQNuz5R9rSz3q9e+eKo0xYwb82DL4QnWgFoHnaiOEIz59byjtoEZ8G6pbd3VWNrWa3d664ynBiWmbRjQRf2wXGO5vaVq6aBu0HZHv/pxla8VHQB2w/WCfo8QuQw+rXd+OXCZUH7BOL82L7GWeDL4Su3PZkW7rWFmyrNrZGsQZqnlFTrnd4LuTR9WFQje9pZ70PLv/oR975TjLwlO7Gtwv439oV58D3RCkABO1EcIZlza9kp/GVtqeDvmLuhAgajdZH8RaV8QemZiy2iMqrtrDNy1DSw3KAKtxy2O1+EeNLkVcU4eKpR8H40P7bysVaWOCq3PZ0Wy0BWiV01WL/rZ/0lST/PEaE13lwLhm3QLnSxRG/wRCsABexEcVgz5xeVdZi+5geIKb/rm9usag4MRhPWl54Sl2AGCZ3CBGVUXXSow/6Drh5mAOE1DSw3S0/XEhFiqXBjBXYeYVu4zNLye7JoALYPYA0KbcttdxmMJhRV1WND6UkUVdXDYDQJCsKV2FWD9buSYyMk/TxHWO5XlmxbMCxxM7TxrUTu7XzuiVYAxQXsR48exV133YXs7GwsWbIEJpPraKykpAS33XYbBg0ahFWrVlm9t3btWuTl5SE9PR2TJ0/GmTNnzO8VFBSgd+/e5n8TJ06U+nCISK4y5/A0HRZuqnTrO7iC2WA04f091bxTLLrDMpNyGdqVv97aC3ueutVhAWT5MMNnXL8kQTUNSqwlIoSzYGMF3vv2Z8H7TRqSjDFZXWVIEZGakKBQqnJoW0Ut8pbsxL3vFOMvH5eau2TUnGtm2p+bNUZpXTUGJneGq+JfrQImDEqWPe3OKt/4OOuKMzIjCd/MGoaPpubi1Xuy8NHUXHwza5jXg3XAM60AigrY29raUFBQgPT0dHzyySeoqqrCp59+6nQfvV6PadOmYfTo0Vi7di02bdqE4uJiAMD333+PV199FS+++CK+/PJLtLa2YsmSJeZ9KyoqsGnTJuzduxd79+7FG2+8IevxEWGcZU4p+psndAozF9qFWxwP0nGXCVczKZehnWXXh29KxV+HX+c0U4/MSMJDN6Xyvr9iV7XDfoB8lFhLRAgAjFu+G++LCNa7dw7D/HEZMqSIyCEnNRaxkcFM20pRDvGN2alraMErO44hJiKYKZCVIkhzVMvvjn0/n3fZ6mw0AaW/XPBINxPufqUS+DF8D2bc1Jzjs7picE/+xRK9ge9YVSrgoZtS3X6wUFTAvmvXLjQ1NWH27Nno3r07Hn/8caxbt87pPhs3bkSXLl0wY8YMpKSkYPr06eZ9qqursWDBAgwZMgQ6nQ533nknKio6Zumoq+vor3zdddchOjoa0dHRiIhgayIinmObOQGgqKoenwkISB1J0obhfHOrw0JbSjERweYZYoCrLQe2Ne2xkcF4Y0J/plkQDEYTNh5wfvyOmhT5yNHNhhB3zd9YjrITwvusd40Oxq5Zt8qQIiIXjVqFZ8e7fsCSohximdmFwxLIutNVw1Et/9AXvsSrO46KDuCFtJh6opvJtoparNhVLbjrqqcqiKR8YOI7VqNJeEWaI4qa1vHw4cPo168fwsPDAQC9e/dGVVWV032OHDmC3NxcqH59pOnbty+WLl0KAPj9739vtW11dTWSk5MBAGVlZTAYDLjpppvQ2NiIW265BQsWLIBWK2zeaYOBbXoxbjvW7Ym97QfrsGjzIebZYPioAMy57Xos2ux8VgIpXLjUjuKqs8jtcXUap+F9EjCsdxfsrdHjzMVWJHQKRXZKR20Ny/VR/FM906Ao2+91Zu7o6zFjTSlUgNU54f6ec9t1gMkIV8nTaDRM3+cJnsxrgZa/5T7e57Ycwj+/PS54v9/EhOHrJ38rabr85bdVUt4E7M/riPRE5Pfpgh2HzjrcXoWOcoqlHHKGpfy8cKkdf721Jz7ee8LqftOxovX1GN4nwep6EFOmbz9YhxlrSu2njmxsxSs7jl39zuhQzBvTByPSdWARz9hSER8ZDIPB4Pb9yBmD0YQFGw8Kus+q0HGeB3bXyp7nHMUULOfbUZnAcqwLN1ViWO8udq0CrHlTUQF7U1MTunXrZv5bpVJBrVajoaGBN5BuampCz549zX9HRUXh9OnTdtudP38ea9euxUsvvQQAqKmpQXp6OmbNmgW1Wo3Zs2dj6dKlWLhwoaA0l5eXy7o96VB8osXhQhBCqQGMvS4C+tqf3Q78WX206yDCGqPtXg8D0B0AGoHysl+YP2/vcbZp7fZWHEVYYzjTtokAnhgcg5Wljai/bDS/HhuuxuSsaFxjOIPS0jP8H/CrgQMHMn2fJ3gjrwVa/pbjeD840IgNR9lmsLCUGqPGy8NjUFpaKnmaAN//bZWUNwGgsrJjDBJ3XotPtGDHoQu824+7LgKJ7XUoLXVvNi/W8hNN5/Da72Jw6GwbzrcY0TlMjT5dQqBxkgbWMt1gMmHulrNMgWxdYyumrynFk4NjkNvNda1zsMmEuHC1VTluKy5cjeCG4ygtvZpGsfcjZyrOtAq+z5oA3J8WhvKyA5KkgQ9fTCHkfFuWCa6OlatI+2hHCTISQq3eY82bigrYNRoNQkJCrF4LDQ1FS0sLb8Buuw+3va2FCxeif//++O1vfwsAeOihh/DQQw+Z33/iiSfw6KOPCg7YMzMzmZ6ODAYDysvLmbcnVxmMJszY/rUkn2UCsPHoJcTExQM4L8lnuvLtqXYsfaCfZH3tWqLrge/2utwuO+M6ZDHWsANAVhYwdZTJqqZlwG+0qDxY4ZPXrSfTHGj5W67jbbtixIb/fC54v1uui8O7f86WLB2WAu239ZS0tDRUVlYiMzMTUKldlvElp414qa/75aiQ8nNgjzjI8ZhT/FM96i/bVyzyUQFYXdmCqaMGMR3/gqBT+L+Pyxy2mALAwvGZaI8MwUmbGnV3GIwmu1r64+W1EHKfTfq1BYO1NUEsVzGFq/PtqEw4fuAUWI41OvE3yOonbtVewQG7Xq9H586doVKp0NLSgj179sBgMCArKwsJCQmiEsHRarU4duyY1WvNzc0IDuZv4tFqtdDr9U63X7duHb7//nusX7+e93Oio6Nx/vx5tLW12T00OKPRaAQV4kK3J0BJTb1kteFcH8X/7Dspyeex0De3Y9/xBsmWRs/t2QVJ2jDUNbQ4rKHhmhRze9o3vbmi0QBDe13Nx1yTny9et95Isy+eJ3dIfby/ff5Lwfs8OCQZcz0wwDTQflu5cedSo9GgpMb1wne1DS2SlKNylp+svjzsuNsPH652lvX4R2Veg+M/H8eHBy/bdekZ1y8Jiz87YtUtKEkbhvlj01z2WecWi+KmtOQG3jpaJTtJG4Z7srszHd8jt1zrdKVTqbmKKVjPt0ajAVRqlFTrUXWWrVVQp40QXY4wB+zl5eX4y1/+glOnTiExMREvv/wynn76adTX18NkMqG9vR3Lly/HzTffLCohQEeNmOUg0xMnTqCtrc1pv/LMzExs2bLF/PehQ4eQmJho/rusrAzPPfcc3nrrLcTHx5tff/TRRzF58mRk/brmenl5Obp06SIoWCeu8WVwIaSeTtAE4FKbZ/ujSnkM3MwE01bv561B8fYiEoQIlTF/G5paheXLkekJHgnWibw8ObWst8vPbRW1WLmnRtS+Zy62MN9Tc7uFYeqoQdh3vMG87fnmNsxYs9++33xDCwpW78fkoSkYnqZz+Jl8Qfm4fklYsava4Wcu23EUMRHBaLjU7vTh6DEXM6NJTarrbfvBOhRuOcw8cYW7g6aZA/ZFixbhzjvvxB/+8Ad89tlnmDJlCu6++27MnTsXJpMJS5cuxWuvveZWwJ6dnY2LFy9i/fr1uP3227FixQoMGTIEGo0GTU1NCA0Ntas9HzZsGBYtWoTi4mLccMMNWLlyJfLy8gAA586dQ0FBAaZOnYr09HQ0N3fMrxoZGYnrrrsOzz//PObMmQO9Xo9XX30V9957r+i0E3t8GVzok/y5i57pay4nqUe8c6P7bc+vjvH8EqIkAxYKD9bVKuD1+26QKUXEkzw9tay3yk9uhhqxas41I2/JTt57KnffrGu4hMYzrcgEzDXEBqMJeUt2Ol3ReuWeGqzcU2N3n+amwbTdt7ahBW/vqnaYVq41W2Xxf6VULklxvRWfaMHLRfaDhp0RukaKLeaA/fDhw1ixYgU6d+6MP//5z1i2bBkmTJgAoGNw6IQJE/DBBx+ITggABAUFobCwEDNnzsSLL74Ig8GA1atXAwDGjRuHOXPmID8/32qf2NhYzJo1C1OmTEFUVBQiIiKwePFiAMDmzZtRX1+PZcuWYdmyZeZ9jhw5gocffhinTp3CpEmTEBcXh3vuuQcPP/ywW+knV/FlcG7pYWdTRjkK9NUqiFrR1Nu4GgQ5pkQcmZGE4Wk6t1swCPGmoc/vgP6y8Bav1/6YRde6n+CmlnXVTUXKctQb5afY9UNU6Jgi2HL2GA53T33oplRsPFBr9flv/vA1FoxLF7x2ieV9mlukUMzt1wTg/KV2PJbfCx/v/UUxlUvuXm8GowkrSxsFn5MVu6rRv3tn0cfMHLBfuXLFqnY7ODjYat7yqKgotLW5v1Jkfn4+Pv/8c5SXl2PAgAGIje04YTt37uTd57777kNeXh6qqqqQk5ODqKgoAMDEiRN5Vy8NDg7Gc889h+eee87tNBNrLPPcLtxUieFpOofNbo4CfV8M1jly1iBw89QT4ovGvLYbJxuEt6Dl9+lCq5j6EW91U/F0+SmmSw93Pi5canf4PneuHNV0n25sNQferVf4Z41x9JncfbpTWLDba5WkxEfim1nDFFO55O71trdG73QWHmf4Yh8WzAG7yWTChAkTzJ3lm5qaMHXqVHMQf+XKFcFfzicxMdGqHzqL5ORk8xzrxLtcPclbLj1sWVg6C/Q5vlTTHhsZjOfuyKTuKYQ4MG99OSpOCV8YKb9PgmwzwhDv8ZVufu6MyxLTpScmIhjnefqAu2IZeL98dz/B+9Y2tKCoql7EN1tL6BSmuMold663MyK76fLFPqyYA/bnn39e8IeTwCR2QAdLk53RBAztGYc9EhQicps7Jl0xNxlClGTMa/9Dxakmwfu9dHdf/P6G38iQIqIESu/m5864LMB1VwxO54hg3NG/K27tk4iZ/y51K81ckAgVmL7b8SeIp+RVssVebwmdQp2+74rYwdPMAfsdd9zB+157ezv27duHPXv2iEoE8S9iB3SwXsTxUb4xk48u2jNLKxPiS25csgO/nBdeQ5WeFEXBegBQWk0sx51xWRxnXTEsXbjUjlV7aqAND5FsSuNzTa1M321rcI94fLL/pIhAv4NUXZmkmHHOEcvrjfU7slNiXS5O5YzYwdOiF046evQo9uzZgz179mDfvn1ob29H//79xX4c8SNiB3SwXsQbDtS6n0gZyTnQlBBf9ueV34kK1qNCNdjyF/EzkBHfYTCaUPxT/a9dMUwY3CMeuT3jvFrL7s64LFtcV4wFGytR1+i4kor7zFXfOp6BRYyETmEY3DPO5XdbStKGIbdnnDnQF+qx/F5utTJzAfQXlXVYX3oK+uar4ySFtGywENJ6olGrMDGrE/5e1CDoO9yNDZgD9rNnz2LPnj349ttv8e2336KhocG8Utmzzz6L4cOHWw1CJYFL7IAO1uZCJaN50AlxbOw/dqP8pPA+67HhGuyfP1KGFBGl2VZRi6c+LbcaYLn8qyrERATjhTu9Mx7IYDTh/T3VosZl8RmZkYROocG4773vnH4m30BTIWyDRJbv5tyT3R0atQojM5Lw+oQBeOSj/cxjyJK0YXhkWC/R6XYUQFsS0rLB8l1CW0+iQ9SCvkOK2ID5G2+88UbMnj0bp0+fxuLFi7Fv3z6sXbsWYWFhyM7OpmCdWOFqEXRa61pznTaMN4NxgT5w9eL2Nc6Oj5BANXnVd6KC9a7aUArWA8S2iloUrN7vMEi9cKkdBav3Y1uFZ1tXt1XUIm/JThRuOcS0vZC+yeea2VqaYsKDnd4P1Spg6o2p5jnPLfEFiazfnRJ/Na7rHBkiaMKHuaPFB6ZcAO3qIQnoaNkwMCTMYDShqKoeG0pPoqiq3ryPq9YTvu843yKsO4wUsQFzDfuqVavMNezTp09HSkoK+vXrh7a2NtTX1+Oaa64RnQjin8QM6OAbua10k4Yk43fpSYoaIEWIEszfWIadR84J3i/jmmhsfvRGGVJElMZgNGHBRtcLCi3YeFD0lHhC8dW6OiOkbzLrtpOGpmDZjmO8/c6X3zsAo/omYWByZ+YZT8SMM/uiso5pH07nSHFjzVhmi+Owtmw46+6iDQ8R1XrSOYytvvuRW67F0GvjJYkNmAP2wYMHY/DgwQAAvV6Pb7/9Fnv27EFMTAz+8Ic/oHv37hg8eDAWLFjgVoKIfxEygIjrr9Z6xdgxBZWqY6DMsdNNWP7VjzKn1D3bDp7GoB7e7WdJiNI8+P5efHn4jOD9HsjtjkW3Z8qQIqJEJdV6pj7VdY2toqfEE0JI0AiI65vMOtbrhuRYTBqa4rIPt2UFWV3DJTSe/gX35ucgJDjIbjDlwOTOzOPMDEYTlu88hpV7apiPDRA/E4qYxaWcfZer7i6Th6YwfceOyjqr665PlxDookNxurHV6Tl8bPh1ksUFogadxsbGYsyYMRgzZgwAoKqqCrt370ZRUZEkiSKBx9kT8NBr4xUfsEvZn44QfzDln+KC9ZS4MArWAwxLsM4RGwgKISRoFNs32dVYLxOAy+0Gq77msZHBuCOrK/LTdA5rbLkKMoMhBqWlZ6BRq3jvreP6JWHFrmqn48y2V9ThmQ0VVg8KrMTOhCLm9+X7LpbBwv8tPcn0He/tqUF2aqz5/q5RqTBvTB/MWFPqscW+BPWaP3v2LLZu3YoNGzbgl19+Mb/es2dPTJw4EW+//bZkCSOBg6+/GhcEn29uRZJWXOb3FKH96QjxZ5tLT2LHIeHBugrAlzOHSZ8gomj6JvaZg+Ij3ZsD2xWD0YQ9P55l3t6dvsl8Y71iIjoWpLTtz3++uR0r99Sg4XJHAO2oT7al7QfreO+tK3ZV46GbUnnHmf1w/Dymr9kvOFhXwb2514UE+q6+i2URR31zO2IjQ5jGzdne30ek6wSP1XMHcw37N998g0cffRRdu3ZFUFAQFixYgPnz5+P222+XNEEksLA8Ac/dcBBj+ibhn0U/ezh1wri7ihkh/sBgNOGRj0tF7fv6hAHUrSwAxQrp7yzD5cF1GdlRWYf/lp6Evpltdpa5o/tg4tBUt65Z27Fe8VGhvIslcffEpz4tt5ua0baLjMFkwqLNh5zeWzceqMX/nrwF+34+bzXObHtFLd7eJXxKSa6m+Z7s32Bz2Sm7cWss85yzzhbnqBbb9vPrGi4zpfv2rGuYuvxw9/eclBjza55c7Is5YH/xxRcxe/Zs/P73vwcA7NmzB4899hgF7MQtLE/A9c1tig/WLXmiyZYQpcqYv03Ufg/flIpRfak7WSDSacOZtz0noDaehavpAx3h+ic7CtbFLPBjOdarqKre6WJJV6d7tH6osOyWObxPAg6dbXP5ObUNLdj383mrhYOKf6rHk+vKnKaXj/bXloFXdhwzv8Y9SABgmuecdXEp2wG1jn5H1gfB4Wk6AGAK2h3d3z212BdzwP7TTz/hlltuMf89dOhQtLS04MyZM0hISJAlccT/+WNwK6RJT67V2wjxhh5PbYGYtf9e+0M/jBvQTfL0EN+QkxqL2MhgppptsX2jHREzE4yz/slCFt/hI/aeaLmA07DeXZinHeS+T8yDCycmIhh/HpyC17485nBwZwHPokvcQ8brE/qjc2So+T44PE3ncLY4vj78fL/jeRfdeWwHC7ME7FJef0IxB+wGgwFhYdYJDQsLg8FgkDxRJHB48+KXmtCZAqQo3AlRip6zxQXrD+alUrAe4DRqFRaNTXfZlUqlAgYmd5bkO4XOBMPhmypRzOI7jrhzT+Rqzf9ZVINfGti69cRHhuLVHUetasWFUAF47vZMLNrsfC5zR7j3HvnoB6s53rn74Dezhrms0GKZR50v3cDVBy9BK7SbxJR07mMO2E0mE2655RaoVFdPVmNjI8aOHQu1+urY1ZKSEmlTSPxaTmosYiKCJVnRzZuEjgqXqnAnRAl6zt4Cg4ix1sN6x2PumDTpE0R8Tuco14NJTSZgb40eQ6+Nd/v7xEwf+Mgt1zqcpo9lLNbCTZVMc8jnpMZCFx3qtDuLK4u3HnG5jQodXVhm/ueAoFl6LOmiQ7FgXDqO1F0U/RkA7BZkEnIfZP0dbVtwbB+8hKzQ7qqeWq6Wc+aA/YMPPnD7y4hv8UR3jS8q63w+WAf4a10ckbJwJ8Tb+jwjLljP6BqNlZMGSZ8g4pOKquqZt8vtEef2vUlM15Oh18Y7/B6WsVgsExJw99z+3TvjswphCxUJxdcXntVfb+2F/7u1F76orBNdO+8sbdx9sFNoMM41t/L+zqy/49wx6dBFhzm9ZvgWbhRyf5ez5Zw5YM/JyXH6vslkgtHonWYCIj1PdNfgAldfYNsKoIsOxb053ZESHyn4hiFV4U6It9304le4fEX4fhnXdMLm/6NVTIkltqe+qrMXkbdkp9v3JqHTBzrr7sgaNLpa4MdXVvi+9fouGNQjTtZ7OHcftJyH3tHvzPo76qLDmO6n7sz6InfLuaiFkxYsWIA5c+YgJOTqCNzi4mIsWLAA27dvF50Yogye6q4hpknSG/5667X4v1uvk6y1QYrCnRBvm7n9NE42Cq9av7FnZ3w4dYgMKSK+bHCPeCz/qsrldp9VnLZ7Tcy9iXX6QI6z7o6sQSPfdmIGv3oD11Xky8Nn8eXhs4iNDBG1qJJYjn5nQX3PGYmZ9cUTLeeCFk7irF27Fm1t1j/Stddei9raWlGJIMrBMoBDisWBhC5O4U0f7/0FX/y6LPH4rK4Y3DPOra4q7hbuhHjb6Ff/hxoRwXpYkJqCdeJQw2XXXTNUPMWumHsT12cZcD61exLDIjhc0Mj3OSp0tMoaTSa7hY7EDn71pIgQDQD7NhBPBuuW32/5Ozv7HeVacdQRIS3nYgmqYV+/fn3HF5tM2LRpE8LDw81/f/vtt8jIyBCdEH9j2/97YHett5PEROq+eI5qpH2p6Q8ATje2StqyIEeNACGekv3sFzjbJO5GfXDRSIlTQ/yBwWhC4RbXXStMTqJaMV0J+fosx0WGYHzWNRhuM30gH1cDFk0AWq4Ycd+7V7t36KLDsGBcGrThIYq/F4YEqXGpTRkzAjr6naXoe84RO3bPEy3nggL2Tz75BACgUqmwadMmaDQdT11qtRrJyclYunSp6IT4E0cBqS46FH9KD0dWlvfSxULIRcd3YTvr/w7AJ5r+LEk9EFTIaHRClGTy+yWig/W37qdVTIljUnaPFBoQSbVSJV/QqP11/JPt5Ap1jR3zk08amiLoe/iEBanRckXacYSJnUIwYVCy5INKbTlbIImP7e8sxe/oztg9T7ScCwrYP/zwQwDA9ddfjxUrViAqKkr0F/M5evQoZs+ejePHj+Puu+/G3/72N6upJB0pKSnB/PnzodfrUVBQgEmTJrn9nlh8fdFON7bipaJWpKbWYVTfrm5/j1xYL6aac5ccDvwZ1y8JK3ZV8y6eEBMR7FPBOkfqgaBS1ggQ4gmX2wzYeVhcN7Z/3NufrmnC69QFtiXkWYgJiKRaqdI2aIyPDMWMjxwvGsT5UKJVvKUO1gFg6R/7471vfpL8c4GrLclzR/dB4ZZDgh/YHP3O7vyO7o7d80TLuag+7H/84x+tBpxKpa2tDQUFBUhPT8cnn3yCqqoqfPrpp0730ev1mDZtGkaPHo21a9di06ZNKC4udus9sVj6fxduOex2/285sfTFi4kIxrIdR+0yWF1DC952EKwDV4/f16dwlHIg6MiMJHwzaxg+mpqLV+/JwkdTc/HNrGEU2BBF6jNvm6j9HsxLxth+10icGuJPSn85z7RdRIjG6b0pSQFdCbmgcXxWV0Dl+p53RcHxwI7KOtEP6c5YtiSP6nuN1X3wX1MGQRcd6tHfWYqxe1zLOd8WJrjfci4qYF+4cKFVwF5fzzZ/qiu7du1CU1MTZs+eje7du+Pxxx/HunXrnO6zceNGdOnSBTNmzEBKSgqmT59u3kfse2KxNOu5O+hAbq4GcHAXo9BVxfxFzblLzNsajCYUVdXbDTKyZFm4uzuYlRC5XD9ni6j98vskYO4YGttEpJGd0rHKqTcHF7Lgyv4Xtx3ydlLcsm7/CVk+V2czkNfyPjj02ngsGJcOwHO/sycGjALAD8fZHkz5iJrW8ccff8STTz6Jhx56CLfddhsmTpwIo9GI5cuXIzU1VXRiDh8+jH79+pkHs/bu3RtVVc6neTpy5Ahyc3PN3Wb69u1r7ksv9j0hDBZLXtU1sAVzdQ2XYDDECP4uTxneJwGvT8jCos2HrFZb02nD8McbumLZl66n3vJXy3YchclkQHJcJBI6hSI7xXEfue0H6+zPX3Qo5o3pgxHpOk8m2S0GgwEGkwnf/ngW55rbnR4zAPO4FiUwuFqOTobv8uR3ekrmws/RIqK1/c+53TFvbJrPnxN/+W2VlDcB6/PaPTacaZ+8a+Pwxxu6Obw3zR19PYb3SfD67+So7PdFck3ZOOO3PfCXW3v9umKo49/KWQwix+8sNHZzVCYYjCYs2HjQ6f5v76pGxjVajMq0jgFY86aogH3evHnIzc1FXl4egI5pHt944w3Mnz/frRVRm5qa0K1bN/PfKpUKarUaDQ0N0Godz7LS1NSEnj17mv+OiorC6dOn3XpPiPLycvP/G8+wZdDG07+gtPSM4O/ypEQAr/0uBofOtuF8ixGdw9To0yUE3/5yzttJ8yoTYPXAEheuxuSsaOR2u9qfrvhEC14qumC3b11jK6avKcWTg2Ostley4hMtWFnaiPrLV/OGo2PmDBw40JPJc8oyb/rzd8rprv+IW20xK1GDcb9pQ2lpqbQJ8iJf/22VlDcBoLKyY1aY8vJyZIYboQbg7LlQBSA9TI9jJ6/gD9eHorE1GNGhasSFa9CnSwg07XUoLZV3dVBX+Mp+XzTkmiBsPiZ9wJ5gOo/ysgMut+OLQeT4nVljt+KKKnQ3XY3dLMuEijOtTA9pT//3ABKv1EJjMTaTNW+KCtgPHTqEZcuWoVOnTgCAiIgI/OlPf8KoUaPEfJyZRqOx6xsfGhqKlpYW3oDddh9ue3feEyIzM9P8dJRpNOHNH77G6cZW3u4hSdGhuDc/RxHNdixsL6N2bT3w3V7RnxcRosHlX6eH8ocuNPrLRrxcdAGvT8jCiHQdDEYTZmz/mnd7FYDVlS2YOmqQ4q+B7Qfr8HJRqf3cuzbHrFSWeVNuBoOhI/Dw4HfKrefT4vqsR4cAnzw6XOLUeI8//rZKkJaWhsrKSvN5ffDMYbyzu4Z3exOA6dsu2K04PW9MHwxUQDnkquz3FSoV8NofsxAbGYzNx1zf66NCNYgM0eD0RefBPTfo0jL+MRhN2Fujx5mLrbytt554zGSJ3QBgbWUzbs7qhfzru9iVCTU/nATgustLY6sJ7druGNhD+OBYUQF77969sWHDBkydOtX82oYNG9CrVy8xH2em1Wpx7Jj19EHNzc0IDg52uo9er3e4vdj3hNBoNOYfTKMBFoxLdzoX69wxfRASLOq0K0Juzy6CVoez9fBNPdFbF+VT87A7w035WLjlMEZkXIN9x/VOn7K5vnD7jjdIMiuBXDrmRT7sdNU27piV+uBhmTf9+Tvl0H+R+BWryxaNljAlyuEvv61SXL1vdpzXp25Lw7+++8XpfN+2AzhPN7ZixppSydbIcEdJTb3Pd4MBgCl5KRib1RUGowlJ2jCX9+kX7+qHERkdM+N8UVmHlXtqnE5XzMU/7kyhKDXL2M0Z7r6X3yfx1/2ulgn6S1eYv+9cc7uoskTUoNN58+bh/fffx+jRo8392D/44AMsWLBAzMeZZWZm4sCBq00lJ06cQFtbG2/tuqN9Dh06hMTERLfecwc3XZ9Oa91dQKcNw5ODYxRdI8mCdXU4RyJCNHhk2LXm2VHmju4jfQK9wHJAiicWT/AETw3CIcozd305zgu4+ViqecE/g3Uiv5JqveDFefhm8GAZ8C81T5XpSdowPHyT+LGCrmwuq4PBaDLf653d5x++KRWj+iaZB43OG5uOt3jiH8uHKm4KRUczzU1bvR/bKmqlPiyXRmYk4a/51zndhrvv7a2xv+9duMTefUjsXOyiqnrT0tKwfft27NixA+fOncO4cePw29/+1u152bOzs3Hx4kWsX78et99+O1asWIEhQ4ZAo9GgqakJoaGhdrXgw4YNw6JFi1BcXIwbbrgBK1euNPetF/ueuxxN4D+wu5ap35Yv4JtD3JVRGVcfVjRqFeI7hcqRPK/hfmsW7iye4An+8uBBhCncWIEPi4+L2peCdeIOsWWJ7RoZ3qq59USZPrRnHFZNykFIkBrtBhNW7qmR/Dssz+XIjCQ8dFMq3tldDctnHhWAKTemYPaoNLv9XS1g5GoKRSkXKRQqJT6CabszF1vR3eY1F8sFmUWGakRPSSkqYD937hzmz5+Pr7/+GgaDAUFBQcjPz8fcuXMRFye+mT8oKAiFhYWYOXMmXnzxRRgMBqxevRoAMG7cOMyZMwf5+flW+8TGxmLWrFmYMmUKoqKiEBERgcWLF7v1nhRsJ/D39sh1oVwtz2uZKesaW1C4+SD0zc7nm123/yT2VNWbC06lB61CcedJ7sUTPMFfHjwIu8mrvsPOI8IHlYepgcPPUbBO3ONuWXLmYovbi9+4w1XZL4U9VfW4+aWvMH9sGoan6WQJ2IGrD0/bKmodLoRoAvDu7hoMTI51eD6dLWAkpPWWpduoq1hFCPb7XijQaP3aoJQ4LIfrGfQmD00VnT5RAfvs2bMRHByMdevWITExESdPnsQbb7yB2bNnY8WKFaISwsnPz8fnn3+O8vJyDBgwALGxHYHNzp07efe57777kJeXh6qqKuTk5FjV9It9L5Cx1lBYZsrwYLW5/5ezwqrWouAcnqZj6iPnDTERwQgL0qCu0XXaLINwrhmRbxwDoJy5gp3xlwcPwmbcP3aj7GSj6w1thAWpcPhZ9yYbIAQAzrs5hWB8ZCieWHfAazW3lmW/nLiHj9cnDJDtASGhU5jTmnCOmPMpZeut1K0p3H3PWUySpA1Ddkosyst+sXpdrWE7B7kiBpuav0PMTj/88AOefvpp9OnTB7GxscjMzMTTTz+N/fuluVATExORn59vDtZZJCcnY9iwYQ6DbrHvBSKxfcv4+u47YkJHRgeg2H7sk4akYs9TV1dfeyy/Y0A1y0IOzsYxKGFwFAvLsQq2fOnBg7j27KaDooJ1ACib/zuJU0MCUccg90pR+3IrX0IFr4+74cr+JIb7oFhXV02vNN8/pSqFLVcRlWsck1Stt3L0g9eoVRjXz/n9eVy/JIf3vZ2H2KYFP9ckfmCyqIA9JycHn332mdVrW7ZswdChQ0UnhHifO8vzGowmaMND8MTveiM82PVlxWX0zpHK7MeeEh9htfraX/KvYxpMw+EG1nIB/0dTc/HNrGE+EaxzRmYk4fUJWYgLt/49fenBgzjXdsWId0U2q8/M1dIDG5EEyyrhjlhWHrAGQnKPu7Es+ycPTUFspPVU1TERwmejs8UFy50jQ5krylg/d9SvM77UNVxm2kfo+RyY3NnunFiyfGjg406s4ozBaMLGA84D/Y0Hau0+12A04b+lJ5m+w52uX6K6xJw9exYvv/wy/vWvfyExMRG1tbU4c+YM+vXrhwceeAAA3FpAiXiH2L5ljpqlWJy52IKyXy6ITK28HGUqV4NpbDnrx+crRqTrEN9Wi3Zt919XOnWvjyBRluzCz0Xt92BeMoYk+f4UdkQZWIO+mPBgXLhsMQ+7RfeHoqp6ps+QYtyNq37TXNk/uGccnh6dZrftF5V1kkxtfOZiC8ZndbW6L9Wcu9SxIrfIz3xvTw3e21PjNKi2JOR8crEC3wqqrK23UveDZ/1c4OosMZZHXVKtdzmGDwDiIkPc6kYqKmCfMGGC6C8kysVaaNY1XEZRVb3bhUPNuWa8J9OgGT4qAOEhGt7pw1z1zfaHIFwojUqFgT3iaA5qPzNg0TY0tAofDP9gXirm3Nbbr1YxJd7FGvS9ft8AqFUqh4Gyp8bdCO037eieYVn5s+fHs1j+levBio5w5832O3olRGDuf8tQf9nZ2rHOuRpTIPR88g0ItqTjOY+2D0gsY8sA4bX/7P3rrWeJYd1vfJZ765aICtjvuOMO0V9IlIu10Czccoj3CZlVbGQI1nz3s1ufIVRYkBrL7skCABQ4GBhEfbNJoLjxhS+hvyQ8WJ88JBlzx6T53KxXRNlYg+3cHnFOWzTlHvAv5Sw0XJCdkxqLT/afFDR4lCVYNpncG4rqbG+h55NlAGtsZDD+9+QtCAmy7oLp6AEpNpKtW5HQ1hSxs8Sw7jc8zb11eET1YSf+iSs0XWU/d4N1AHggN9nlUsZS6xwZguFpOozMSMJbDgYGUd9sEgjGvrYLv1wQ3hQ/rHcXzBuXIUOKSKBztiCfkOBQzgH/cvWbFroYoavzsa2iFjPWlELfIt3cMbYBstDzydLVRN/cjn0/n7d6jW9gqavuJyz94B1xFQNxn5udYv25OamxLscmxEQEu926I6qGnfgnZzUUUnr4plSkdomU6dP52S4IIaQ/OiH+4L/7T6D81EXB+2Ve0wkrJ+XIkCJCOvAtyMfXTcLZ58hRtrvbb9pZv3e+Y+8cEQwTgAuXHPfbd/QdrmqyxRjfryt+l64TfT7FTOXozrGY0DEDndDfXM5WGikiCwrYiRW+giM2MphpUIUrD+YlY/aoNOYBQlKzLBACsT86CVzrv/8Fj60rE7zfLdfHY9XEQTKkiBBrXLD97Y/n8Mn+E7jUdgXZKXEYdn2ioM+Ro2x3Z/5wln7vfA8aAJgfPsTOtuPKqm9rMKhHLMZndRW1v5ipHN09lkWbD+HYmWakxEcIeshgeXC07RJYUq23eqhy5PyldsGDYG1RwE7sOCo46hpb8NjaUrc/+71vfkaQWo2/jeyDiBA1LrWJHxQjRs25Zo9+HyFKMPYfu1EuYq71BwYnY9F46gZDPOfFbYfwzu5qcD1LPq88g+c/O4SpN6Zi9ijHa0N4gtj5w4X0e3f0oGHZxcZoNKH4p3qca2p1GITKOWWlO4tOiRkQ7O6x1DW24JUdR81/C1lQSWgrjZSLQTlDATtxyLbgkLJG/O1dHYWxp4N1APio5DgeGdaLur6QgHHzizvxs55tTmVLv4kJpWCdeNTzWyvx9q5qu9eNJphf91bQLibodNXv3dXqq66mTLYNQqWYspKPmGkSOWK6mkh9LEIHBgtppZFqMShXaNApYcI6IJXVe9/YF8qeUNfYKutKd4QoycJNFaKC9dgIDXY/lS9DighxrO2KEe/sdn5feGd3NdqueL6iBxA3MNad1UL5Blxasl3VU+h9WiXwhu5ODbHQAcFSxxzuDAx2hXWwqruDTilgJzAYTSiqqseG0pMoqqp3eDGzFFaP5ffCA4OTmb5T4vwiiNwr3RGiBJfbDFi1R/jUqV2igrF/3kgZUkQIvw+LalzeF4ymju28RWjQKbarBOuAS9sg1PI+zYKb+fG2DLYxAu7WEAtZAVzo7DksnD0guUOqWY5coS4xAU7IIhAsgzGKqurxQZFn51cXSs5mQ0KUYGvZKTyy5gfB+6kBFM8ZLn2CCHHhZ/0lSbeTi7PBodyCgtxrYrtKCBlwaTs7zciMJLw+IUvQwknFP+mhiw7F6cZWWRedAoR1NeGLOdwlR6Ud70w/kcF4dnyGJNNFU8AewMQsAuFqMEZOaqxkM8pITcpChxCl4usHzGL5hP40voN4RXJsBNN2l1qvyJwS12yDTr6Kr7mj05z2ewccz88tJqC03GdEug7xbbVo13bHtz/p8bqLlVTPX2rHX2/thVe/PCbbolMsHE19ycUcr3xxRPSKsLbkqrQbmZEEoxF4ZkOFeb0afXM7Crccglqtcjtopy4xAcqdRSC4wmp8VlcM7mm98pxGrcKzDAPVhPadkwqtYkr82dayWtHB+tQbUzCq7zUSp4gQNn8anAKWonn3sbOS90F2B19f87qGFsxYsx/j+iU57dpy4VI7vqiss3pNTEBpu49GpUJujzioGDuUXDGaZFt0isW2ilrkLdmJe98pxl8+LsW97xQjb8lObKuohUatwtBru7j9HVL1JefTsWjVfrvFJW3HGohFNewByt1FICzZPhWPyEjCwzddcBo4hAdrcKnNc8ubx0QE44U7M2kVU+K3DEYT/u+j/aL2fTAvFU+P9t6UeYSEBKkxKjMJm8ucBzWnL7a5PZ+1VFhmgdl4oBba8CA0XHbcMuBophhXM9LY7u+85Zj14cbktQUFWVr7h6fpmM+JI3K3FLg7IxALqmEPUFLNG8r3VNy/e2e8MWEAYiNDrLZP0obhsfxeHg3WAaDBxaIGhPi6/KVfwyDiTjZlaArmjqFgnXhfQqdQpu2UMnEAa8UXX7BuuY3lQEhuECNLsA44D0IH94h38SnW2zlrQZcDa2s/AKaJL169JwuP5feCLtr6WpK7pcCdGYFYUQ17gJJi3lCWp+K9T+fbPa1vLjvlRsrFc/fplhClWrihAtXnhA/GezAvBc+MSZchRYQIYzCasL6U7d6glIkDpHxwEPNZOm0Y7snujtYrRhRV1TusDc/tGYeYiGCnK3HGRAQjV8IWC0d90cWuzmoZ6LJMfMF5ZFgvj7YUeGLxJArYAxRLk5uzvl5Cmn8G94wzZ+DNZadw7mKr6HTfnnUNc6FumyZ3Fn4gRKkWbqjAKhEzM029kbrBEOUoqdbb9f11JDbSfpCmt0j54GD5Wdz91ZnIUA2MRpPVap4x4cGYNDQV025ONb+mUavwwp2ZKFjN313uhTszJQtmhcw8BwgPdFm77QiZjUYKnlg8iQL2AOVs5THO5XYDvqisc5jJhDwVN1xus8vAfN/pys3XdcF3Aqa8sqWUplRCpDBu+W6UnWgUvN9rf+iHcQO6yZAiQsRhLZvvyOqqmFZS1tVPTSaToCkTWaZ1bG41oLnVumvphcvteGXHUaza8xOmZkUhK6vj9ZEZSXjr/gFYsPEg6hqvVpjpokOxYFy6ZN1ExMw8JybQ9XQwzkLMSrhCUR/2AMY1L2kjgh2+33Cp3eHIZoPRhD0/nmX6jg+LqlHgYAS92DH+CdEdU2WJpZSmVELcNW99mahgfcrQVArWieKwls35aTqZU8KOdcGcBePSXW5j+RDibsXShctX8FLRBWw/WGdeGLH1ihF//0MW/vXgIPOiRXueuhUjM5KYFk90RezMc55aJdSWFMdsyROLJymqhv3o0aOYPXs2jh8/jrvvvht/+9vfoGKY/6+kpATz58+HXq9HQUEBJk2aZH5v7dq1+Mc//oHz589j0KBBeOGFF5CQkAAAKCgowFdffWXedvDgwXj//fclPy4lG56mw4KNBx2+52hks6PmLme2VpyWLrEASqrr8e/vT4jaV87pnAjxpEmrSvDVEbaHZku3Xh+PZwSshEiIp3CBm7N7ixLLcNZ+1ax9rwHpKpbmrD+IRZsPo67RvnsKV0MttAsLH7Ezzzlr7bcMdAH7hamcBb/O+tFLdcy2hPSxF0MxAXtbWxsKCgqQl5eHV155Bc8++yw+/fRT3HXXXU730+v1mDZtGiZNmoQxY8bg8ccfR58+fZCbm4vvv/8er776Kl5++WX06NEDM2fOxJIlS/D3v/8dAFBRUYFNmzZBp+t4Yg8KUszp8JiSar1VE5kt264tjpq7POnVL38Uve+4fkmKaUolRKybX9qJn+svC97v/9u78/gmyvwP4J8kvVsa6EFbQUpFKJS2lCJYoMBSiyIIuqK7gLo/UbmK4iquiC5yqXj9UFa8QNGfy6LuInIvCsKKHBUW7EXLYeUQaAu0pRf0SvL7o05I0kzmmclMMkm+79fL18smM5PJMN/Md555nu/zu8RofPzwIAX2iBDn6bQajO8X57AcsFp/w1n6VYspmchy88KibaCp9WBTy+4pAER3YeHjzKBLoUQXADJf28WcYDtKyAH5vrM9SpbGVE2GumfPHtTX12PevHkIDg7G008/jUWLFgkm7Js2bUJ0dDRmzZoFjUaDnJwcrFu3DhkZGTh16hQWLlyIIUOGAADuvfderFy5EgBQXt42UUGvXr2U/WIqxxpk5TXX8Po3x92arDtrU34Znh3dR5U/+ISwWLypSFKyntolHJ9OoWSdqJfBaMKmfMc12NX8G87Sr5q17zXX6uxooKhU3JPztifrGtnqhjs76JIv0d1RXC4qwRbqR68P8Ve0VjqgXB971STsx44dQ79+/RAcHAwASExMRGmp8DS0x48fR0ZGhrnrTGpqKpYtWwYAuP/++62WPXXqFOLj4wEABQUFMBgMGD58OGprazFy5EgsXLgQer1e1H4bDGz1xLnlWJd3lahQ+/3XbV2ub3T6bt/dymoakVt6CRk3qWuwipqJPW91Op2SuyOKK2PNFfF9rdmA1fvFV4P5n4xueHFckqz7ptbfMyV4y3dVU2wC7Y9r7i+VgtcYX/oNH9WnM/58Ww+8/Z1wHiSWCXD4ZJ1bRszxHtBNj9jwQN7BtUBbhZ+yK1ex76QBA7vzPF3o3tH8/waDAQs3HRVMsLMSo6HTamAwmhwuD8BheUvW7yz3bwJrbLo8Yc/JycHBgwfbva7T6TBmzBjz3xqNBlqtFjU1NQ6T6Pr6evTo0cP8d1hYGCoq2vebrq6uxpdffok33ngDAHD69Gn07dsXc+fOhVarxbx587Bs2TIsWrRI1PcpLCxUdHml+ZtMiAzWovKakXeZ8AANai65p3a63A4VnUBQbbC7d8PjsJ63AwYMUHhP2Lkj1pT6zP2/XsPffqwRvd6YmwMx/sZm5OXlyb9TUN/vmZI8/buqKTYBoLi4rWwhd1wPnWV7cuRLv+FDOpnwWZAGVY3ue7Yt5ng/1DcYbxzgvxGoamjB0/8qAABEBmvxSFo4Mrryt8wXXWxi6rL7+c6DSO4cKLg8K9bvLNdvAmtsujxhX7x4MRob299Ff/bZZ+0GmAYGBqKxsdFhwq7T6RAQENBuHVuLFi1C//798bvf/Q4AMG3aNEybNs38/jPPPIPZs2eLTthTUlKY7o4MBgMKCwuZl3elJQHlmLU2D4D96i21zSasLfbs1nXOwOReSPOB1hm5qPm8FeLKfVbyOL26/RhW5ZaLXu+mqBC8M2W4rPvC8eTzQixf+q6ulJSUhOLiYvNxbQyvBH48JLier/2GvyRwfVaamOOdlgYkJJRj8ZYSwcS56poRbx64gncnp+GOvvYr/5zNvwCgWvBzw2NuRFq/G5iXFyL0nd31m+DyhD0qyv40uVFRUTh58qTVaw0NDfD3d9xlQ6/Xo6rq+lSv9tZZt24d/vvf/2LDhg282wkPD0d1dTWam5utbgCE6HQ6Uf9gYpd3hTGpXfC+Vuuw+kt1A/9jJI5WA5hM7vlREcLVQM3oEa3K/o9qp8bzVog79lnuz9xWUIZVP5wWvV6gnxY7nv6d4ue6J54XUvnSd3UF7lhyxzWjRzRTHWtf+w1nuT6LpQEQEx4IQIOKWnmP95jULrgj+Ya2ghY117Bka4ndCbG4Li1Lth7DHck32P2MWH0I02fG6kOg0+mYl+cj9ju7+jdBNXXYU1JSkJ+fb/773LlzaG5uFuxTbrteSUkJYmJizH8XFBTglVdewbJly6xuFmbPnm31mLiwsBDR0dGiknVvMjo5Dt//ZSQiQu1/f0dJuOa3/6YOS3CwlHuZ4HwNVEJcyWA04ckvfpK07lt/6EfnOvEorqhj7amErs+2NAA6BGjM/2/7HgAsHN8XC8crc7y5QZex+mCHs9daVqGzR2yNdpblO/0274wnnmOqSdgHDhyIuro6cyv4ypUrMWTIEPPdS319PVpa2rfyZmVl4fDhw8jNzUVraytWr16NzMxMAMDly5cxY8YMTJ06FX379kVDQwMaGhoAtFWHWbp0KfLz87F7924sX74ckyZNcs2XVanDZ6qZp4a2FKsPwvsPpmPemCS8/2A64vTqm5zoqeyess3mRogrPPn5T2iRMJnH9OEJGJN6gwJ7RIiyuPJ+sTbXEO4a48u/4azXZ86MAXq8NznN4bFU+ng7U+oREH8Tx7L80ntT8IGHnmOqqRLj5+eHJUuWYM6cOXj99ddhMBiwZs0a8/vjx4/H888/j+zsbKv1IiIiMHfuXDz22GMICwtDSEgIXn75ZQDAli1bUFlZibfffhtvv/22eZ3jx49j+vTpuHDhAqZMmYLIyEhMnDgR06dPd8l3VSvW4Jp/V1/EhgfZrTHKlWb6dN8pLNlaInofQgO0aGjmHwArVfeoUNm3SYhSrjUbsKXQcYk7W0F+Wiz7QxrGpKr3gkOIECXrWHsy1utzx2B/vPL7vohpKUda31hz9xRn6sM7moTIEWdLPXL7J2YyItblPfEcU03CDgDZ2dn49ttvUVhYiPT0dEREXJ/RbNeuXbzrPfDAA8jMzERpaSkGDRqEsLAwAMDDDz+Mhx9+2O46/v7+eOWVV/DKK6/I+h08GWtwxYYHOawxqtNq8PDQBHy095SEPnfKBIxcM8cRorRtBRcw51/5wgtamDTwRrz0+xTVX3AIYaFUHWtPxnoNe/eBdGQkdEJeXttAdWfrwzszKyjXRUVoXILQ7LVib+JYlvfEc0xVCTsAxMTEWPVBZxUfH2+usU6kGZQQgdjwIKtpjC2xBhdgPd0wwD4QtaFZ3lrHYvaZEHd7eWsxVv3AP9Mjn0V3J1OyTogXY01+M26KBEzyPKUWmoRIqAuJZR6ggXUeILbPuNgE2xMTciGq6cNO3G9HcTkaW/kTZhOAoT0iYWDsV8s9mmobja48TxxEQghn8eajkpL1qcO6I8CPfsoJEcNgNOFAaSU25p3HgdJK5uuaq7fJkTooV+o+GYwmLNpc7HASokWbiwW3R+MS5KO6FnbiHnx30rbWHTmP9T+dx9RhCZg3Jolx69KSZc1vZSKFxOmDMLlPIP5R3GhV+5WvjxshavPY/x3EzpJLote7rXcUXhjbV4E9IsR7OdPNw5XbtCW2P/c3R8uxZOsxSft08FSVwy6tlhVehFqyaVyCPChhJw7vpO0xmoAP97S1BDpK2llvAvg8PDgenwhMxa4BMH9sb8S0lGP62AwcPltDPwjEo7y89ajEZL0zPn54oAJ7RIj3crabh6u2yYc1+c0914g3D+RJ3idnK7zY8sYuKq5Gz1GJ4J00n1U/nEJzq/2+cmJvAuy5vW8cPnBQJjLut0dq3Cxp3A/C3WldMLhHJCXrRPWaW42iJ0bi5jygZJ0QceTq5qH0NoUIXesMRhNW59U6tU9yVHjxVUp1jaIWdsJ8h2zLaAL+fuA0Hh12U7v3pN4EcCJC/c2tBlxrQtmVa/jp12qYACREhuKhwW19dw0GeQeqEuIKBqMJUz8TnordUrC/Fkfm347gAJpxkxCx5OzmoeQ2nXXodBUqr/EPPGXZJ7kqvPgaJbtGUcJOnLpDPlN11e7rUm8COC9ZVL3QaTWoudaMN749bhUEH+09hQXjkjCqT2enPosQV9teVIbnvirElWvtJ4Nz5H/v70fJOiESyd3NQ6ltOutiXZPwQnC8T3JVeJFaw90TKd01ihJ2Ingn7Uh8RIjd1525CRiXGos7LE5qoSB4d3IaxBcCJcQ9thVcQM7an0SvNzYllmYwJcQJSnTzUGPXkc4d2CqzCe2T2EGutlwxEFcthLpGadDWDWlUUqzkGxbqw04clotyRKsBHhrc3e57gxIiEBHqL2l/NheUI/O1XdheVMbUP3DJ1mMwsJSTIcTNthWUYdbn4pP1kAAt/jYpXYE9IsR3cI1TfNc5DdoSSjHdPJTYprPSu3USTO60GmBAfCfBbY1OjsPeuVn4fGoGlk9Mw+dTM7B3bhZTsj5zzZF23YW4hrbtReJmclY7MV2jpKKEnQBoC8p3J6ejU2gA8zpThyXw1n/WaTX4fVoXyfvDBfWKXT8zBUHJpWbJn0WIK2wvKkPO2iNMpUptLftDmtc+RibEVaTWMnfVNuUarHjkbDWEpk4ymoDDZ6qZPltsQQd3DMR1N1d0jaIuMT7EUV+y7UVlWLK1GFUNwomvVgOmOuzZSbH4eN9pSfvKPUL6ZD/bRDLVjfLM7EaIEgxGE+b8M1/0eoE6DZZP6u91j48JcRdnu3kotU0x3UeE+oWL7cMud9cVNQ7EVZorukZRwu4jHAUkAOZ66RPSu2DpvalMMys60zceaAvqK1fZBuV1CqKHRUS97v9gPxqaxVUziggNQO6822gWU0JkpsREPs5sU8xgRZbkWkwfdrEDJVkGkapxIK7SXFFVhxJ2HyAUkPoQf+aE+uufzuO23p2ZBr9ZjjJ3Rsdgf9Rca3EYBH2i2bvyEOJKS7YcxZGzV0Sv98rvkylZJ0QhSkzkI2WbYgYr7iguZ0quB3aPQGSwFlXXjA6vmwPiO2HEG7uZB0qytsSrcSCu0uSqquMIXQ28nNCPgZhWbKCt31vO2p+YB4xwjwpjw6UH5pSh3QHw9w+cP7Y3dBrq30vUZ1vBBXy897SodTQa4L3J8s2MSAhRL9buI7m/VDL3C9dpNXgkLRyA4371h89UM3ddETOIVI0DcV3BnO/YTPYY+9skj87+plPC7uWcncCIj5gBI6OT47DvuSw8ld1T1GdwQf14Vk+HQcDNdEqImhiMJvx1Y5Ho9d6d1B9jUilZJ8QXsHYLOVBaKaoKSUbXILw7Oc1h8sj62eW1jaIGkSoxuNdTSK2qw4K6xHg5pfqIiR0wotNq8GR2LyTGdmj3SM0e26B21D+QZjolamMwmvDpvlOoamB/ehXkp8XbE9OoZZ0QH8LeLYStgczymn9H31jckXwDb59z1s+uqm8SPYhUicG9nkKJ7lYAJexeT8k+YlJuBiwT7x3F5diQd8FuZRp7Qa1UEBAiJ3v9PFn89OLtNIspIT6GdbDi4JuisGJ3qeD2bK/5jq6brJ8dwVju2TYnUGJwry+jLjFejqUvWacQf/P/iyH1ZkCn1aDmWjM+2Xeat4zk/LF9vPoOnHinb46W2+3nKWTqsARK1gnxQazdRzJ6RMreL5z1s2P1wUzbs5cTiK3hTvhRwu7lWAJy6b0p+MBOH3E+zg4YcTQQltv+kq0lXjWpAvF+BpMJi7eUiC5hmt2nM14Y63hOA0KI92IZrKhUv3CWz/bVQaRqQ11ifABrXzLLR1e/XKrH8u9+brctOQaM+OKkCsT7lVxqRnkt24QlnEczu2P+XX0V2iNCiKdg6T6iVL9woc92RclCIowSdh/B8mNg29etT1y4IgNGfHFSBeL9xMy2GxHqj5fuTmaaz4AQ4htYxmkp1S9c6LN9eRCpWqgqYT9x4gTmzZuHs2fP4r777sOzzz4LDUN97YMHD2LBggWoqqrCjBkzMGXKFPN7M2bMwO7du81/Dx48GJ9++qnget5I7KBNpX4YfHFSBeL9WGfbnT+2Dx4emkCtUYQQSdxVgIEGkbqXavqwNzc3Y8aMGejbty+++uorlJaWYv369YLrVVVVYebMmRg7diy+/PJLbN68Gbm5ueb3i4qKsHnzZhw6dAiHDh3Ce++9x7QeaaPEgBHqD0e8UZ/oAMSGBwqe15SsE0I8FQ0idR/VJOx79uxBfX095s2bh27duuHpp5/GunXrBNfbtGkToqOjMWvWLHTv3h05OTnm9crLywEAvXr1Qnh4OMLDwxESEiK4HlGWL0+qQLyXTqPBi3f1AUDnNSGEEHmppkvMsWPH0K9fPwQHt5UPSkxMRGmpcM3R48ePIyMjw9x1JjU1FcuWLQMAFBQUwGAwYPjw4aitrcXIkSOxcOFC6PV6h+uJwTppD7ccTfLTZlSfznh3choWbymxGqgXqw/C/LG9MapPZzq2KiD22Op06ilN6Mrzgfus7N7Rsp3XauZLMect31VNsQl4z3FVIzq2ypL7+LLGpssT9pycHBw8eLDd6zqdDmPGjDH/rdFooNVqUVNTA71ez7u9+vp69OjRw/x3WFgYKioqAACnT59G3759MXfuXGi1WsybNw/Lli3DokWLHK4nRmFhoaLLe7MYAH+7vSNKLjWjutGITkFa9IkOgK6lHHl55aK3R8dWOazHdsCAAQrvCTt3nA+FhYWyn9dq5ksx5+nfVU2xCQDFxcUAPP+4qhkdW2XJdXxZY9PlCfvixYvR2Ni++sdnn33WboBpYGAgGhsbHSbsOp0OAQEB7dYBgGnTpmHatGnm95555hnMnj0bixYtcrieGCkpKUx3RwaDAYWFhczL+xJnLyN0bJXjycfWlfts7zipKz2SlyefF2L50nd1paSkJBQXF9NxVQCds8py1/F1ecIeFRXF+/rJkyetXmtoaIC/v7/D7en1elRVVTGtEx4ejurqajQ3N4tazxGdTifqH0zs8oQdHVvleOKxdcc+e+JxcoYvfV9f+q6uwB1LOq7KoWOrLFcfX9UMOk1JSUF+fr7573PnzpkTazHrlZSUICYmBgAwe/Zs5OXlmd8rLCxEdHQ0AgICHK5HCCGEEEKIWqgmYR84cCDq6uqwYcMGAMDKlSsxZMgQ891LfX09Wlpa2q2XlZWFw4cPIzc3F62trVi9ejUyMzMBtFWHWbp0KfLz87F7924sX74ckyZNElyPEEIIIYQQtVBNlRg/Pz8sWbIEc+bMweuvvw6DwYA1a9aY3x8/fjyef/55ZGdnW60XERGBuXPn4rHHHkNYWBhCQkLw8ssvAwCmT5+OCxcuYMqUKYiMjMTEiRMxffp0wfUIIYQQQghRC9Uk7ACQnZ2Nb7/9FoWFhUhPT0dExPWJc3bt2sW73gMPPIDMzEyUlpZi0KBBCAsLAwD4+/vjlVdewSuvvCJqPUIIIYQQQtRCVQk7AMTExEjqSx4fH4/4+HiXrUcIIYQQQogrqKYPOyGEEEIIIaQ9StgJIYQQQghRMUrYCSGEEEIIUTHV9WEnnsVgNOHgqSpcrGtE5w5BGJQQAZ1WI7wiISpD5zIhxFfQ753noYSdSLa9qAyLNhejrKbR/FqcPggLxiVhdHKcG/eMEHHoXCaE+Ar6vfNM1CWGSLK9qAwz1xyxCngAKK9pxMw1R7C9qMxNe0aIOHQuE0J8Bf3eeS5K2IloBqMJizYXw2TnPe61RZuLYTDaW4IQ9aBzmRDiK+j3zrNRwk5EO3iqqt3duSUTgLKaRhw8VeW6nSJEAjqXCSG+gn7vPBsl7ES0i3X8AS9lOULchc5lQoivoN87z0aDTokg29HkUaGBTOt17hCk8J4RIp7l+Xy5rolpHTqXCSGejvV3zHY5qiijDpSwE4fsjSaPDQ9CxxB/1FxtsdsXTgMgVt8W1ISoib3zWasB+Lps0rlMCPEWgxIiEKcPQnlNI/O1myrKqAd1iSG8+EaTV9Q24spvybrtPTb394JxSXQHTlSF73x2lKwDdC4TQryDTqvBgnFJANiu3VRRRl0oYSd2CY0m1wDoFOKPmHDr7jGx+iC8/2A63XkTVXF0PnNsc3I6lwkh3mZ0chzefzAdsXrrbi+2v3dUUUZ9qEsMsYtlNHn11Rb847FbodVoqG8bUTWh8xloa2mfP7YPojoE0rlMCPFao5PjMCop1mG/dDEVZQb3iHTBXhNK2IldrKPEL9c34e60LgrvDSHOYT2fozoE0vlMCPF6Oq3GYaJNFWXUh7rEELukjiYnRI3ofCaEEHb0m6k+lLATu7jR5HwdAjRoGylO1TOIJ6DzmRBC2NFvpvpQwk7sEjuanBA1o/OZEELY0W+m+lDCTnixjiYnxBPQ+UwIIezoN1NdaNApcYhlNDkhnoLOZ0IIYUe/mepBCTsRJDSanBBPQuczIYSwo99MdaAuMYQQQgghhKgYJeyEEEIIIYSoGHWJkchkapuO12AwMC3PLce6PGFHx1Y5Uo6tVquFRuO+/o1iY1MOvnYO+tL39abv6u7YBNrHpzccV7WhY6ssJY4vS2xqTFz0EFGam5tRWFjo7t0gRHXS0tKg0+nc9vkUm4TY5+7YBCg+CbGHJTYpYZfIaDSitbVVFS0WhKiJu2OCYpMQ+9QQExSfhLRHLeyEEEIIIYR4OBp0SgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCLpHJZILBYIDJZHL3rhBCLFBsEqJeFJ+ESEMJu0RGoxF5eXkwGo3MyxcUFDAvT9jRsVWOJx5bsbEp12d62nFyhi99X1/6rq7AxWdraysdV4XQOassdx1fSthdxGQyoaWlhVoVFEDHVjl0bNn42nHype/rS9/Vlei4KoeOrbLcdXwpYSeEEEIIIUTFKGEnhBBCCCFExfzcvQOEqI3BaMLBU1W4WNeIzh2CMCghAjqtxt27RQhxEsU2IcQVlPitoYSdeCyD0YT9P1/GV4d/xYVL1ciu+wUPZ/ZAgJ/0B0fbi8qwaHMxymoaza/F6YOwYFwSRifH2d0HMUFpuXxUaCCgAS7XN1HyQFTPYDQh95dKHCithMlkRJSxESlGE3Q6+bYv5QLHut62ggv468YiVDW0mF9zFNuuRjcThHiHTUfO4dmv8tFouP5a5zB/LL4nxanfGkrYiUsIXYzEXqy2F5Xh6X/m4Wrz9VHaBy+cwNLtJzA2NQ6jkmIQFRYIo9GEH09VATBh8E1RyOgR2W673GfvLC7Hx/tOt/us8ppGzFxzBO8/mG4VbELJve13qm5oxpKt1stbUlPyYMlgakvULje0UCKhAKUSNWdjjnu/vLYRe09cwuaCC2g2WA+yWn7oO7w6IRWjkmKd+g6OYsnRtllvsJduK8aHe061+9wynth2NbENBRxK8glRl/Hv/ICC87XtXr9Y34IZa47gAyd+ayhhJ3bJeSEQuhiJvVhtLyrDjDVH7H6WCcCWgjJsKShr996K3aXoGOKPV++9fpdr77PtbVMDYNHmYoxKioVOq8H2ojLMXHMEtmPEueR+2vAEbMovc7hdW3w3Bu70zdFyzN96CZXXKsyvqfXGwhNJTdSc3a6992PDgzBpUDd0jwrB6ctX8fnBsyivdXz+XrnWihlrjqBjiD+uXJXWcu0olhxtG4DDGOTiaFtBmd1knWOCdWy7mtBvCd/vgVLnDiFEGr5k3dLsL/JQsljab43GRHV/JDEYDMjLy0NaWhp0DM+ExS7vTnJeCPguRtypOm14AlbuOcX7vu3FymA0IX3xt6hpbBW1H7Y+eDAdgP0LviOfT83AoIQIZL62S1QyzkoDIFYfhL1zs9zeUib0b6emGwtL7og1KZ+p1PGVGnNyYv0OBqNJdCxp0JZk2ybytsvE6oPw/V9GImPpd6hqaBbc7udTMzC4R2T7fVTwfBL6/ny/B54am8D145mSkoLCwkKPuCZ6Gk/KNzyRveO76ch5zP5nHtP6//c/AzGiT2fRn0tVYogV7kJgewHhWnu2F7VvueZjMJqwaHOx3cSAe23VD/YTB+61RZuLYTBeXyK3tNLpZB0AFm46ioWbjopOWi7WNeLgqSpFknWg7XuX1bR9hjux/NvZ/tsQdkodX2diTk6s30FKLHFb40vWuWXKahrx9wOnmZJ1oC22XU3o+9v7PaDYJERdDEYT/syYrAPAyr2/SPocStiJmdwXApaLkaNN2btYHfjlMtNnCymvbUJ5bZPo9Tp3CHLJhd0dyYMlKYkEYafU8XU25uQk9B0MRhP2/SxPPPM5U3WVednOHYIU3BP7WOPccjmKTULUZf/PlyFmztPaRv7GBkcoYSdmcl8I5Eo6rbfjnm4iGrR1CxqUEOGSC7s7kgdLUhIJwk6p46vGfw97+7S9qAyZr+3Cit0/K/rZ8REhTMtFhPpjUEKEovtiD2ucWy5HsUmIemwvKsOMfxwWtU6/rh0lfRYl7MRM7guBXEmn5Xbs9TF1lQXjkqDTajAoIQJx+iBFbh0sbwzcSUoiQdgpdXzV+O9hu0983e7kxMXRQ4O7I04vfExeujvZLWNGhH5L7P0eUGwSog7fHC3HjDVH0NBkEF7YwgtjkyR9HiXsxEzuCwHLxcjRNdLexSrjpkh0DPFn+nxHxFyatRrg3cn9zYO4dFqNuUqFnJd4blvcjYEYBqMJB0orsTHvPA6UVjrdf1VKIkHYKXV8nY05Odn7Do663YnddscQf2jQPgYt4yjAT4sF45Icxun04QkYk3qDk3vURmwcOvot4fs9oNgkxP1ajEY8+1Wh6PUyb45AcIC0gcCUsBMzuS8ELBejqcMSBC+6lhcrnVaDV+9NYfp8R8QkDEYT0Ck00Oq10clxeP/BdMTatN7F6YMwfbj97yQkVh8kqboD171g0qpcPPlFHiatykXma7tEDRC2ZflvZ8uZGwvSRkqiJtd2+WJOisDfJilj/Q5yDNjmtvbqvSl2Y9A2jrhYtW1pjwwNwHuT0zFvjLTWLltS45Dvt4Tv90Cpc4cQwuabo+WYsvEi6kW2rGs1wJrHBkv+XKrDTsy4C8HMNUfMpdM4Ui8E3MWoXc1nizKR/bt1cvi+vW1+8GA6Fm4qtqoTHeSvRaCfFjXX+KvI2H4vVva6AY1OjuOd1MXed4rTB2H+2D7oFBoo20ynUms4sxidHId3J6dh/tcFqLx2fUiNo38bwo4lNpTarr3zU4wgPy3G9wrCS5OGYdfxS8zfQY5+1bbbZpm0yVGsysHZOBS7f0qdO4QQx7YXlSFnbZ7o9fy0wM+vjHXqs6kOu0RUh10cuWc6tVynvOYqait+xaTsQdDpdObt2M50qg/2x8vbjknaf74azSz7p9QshFJrOIv6DIMBh3/6CS36bh4z06mn1GE3r6uCmU5PX274baKk65WTYsMDMWlQN3SLDMXlukZcudoCjUaDwT0iMTC+IwoL8s3fl/U7HCitxKRVuZK+z+Mje2DozdEuP/+E/m1dEYe8++aBM51SHXbleVK+4UmkzBsBAK/e0xcTM7o7/fke1cJ+4sQJzJs3D2fPnsV9992HZ599FhqN8I/TmTNncP/99+PgwYNWrx88eBALFixAVVUVZsyYgSlTpii16x5FidYonVbjMOEVet/ROgZDR+TlXYROq7G7nWG9ogEAG/POi95v7mIrpT+olO8khpiqPs7sh06jwYCbIumHXyFKnSdiY+7xrJ7MMW8wWD8KZv0OXLe78ppG0U+6esZ0cOugcz6uikN7lP6NIYRcJ7ZLX2igDj/Nvx0BfvL0PveYPuzNzc2YMWMG+vbti6+++gqlpaVYv3694Hq//vorpk2bhpqaGqvXq6qqMHPmTIwdOxZffvklNm/ejNxcaS0/3oi7ENyd1gWDe0SqvtWGhdiqCWrvD0rl3YicXBHzzgzYVmvVE4pDQnyD2BieNuwm2ZJ1wIMS9j179qC+vh7z5s1Dt27d8PTTT2PdunWC602fPh33339/u9c3bdqE6OhozJo1C927d0dOTg7T9ojnEluOUeogUFeh8m7EE/ENsuSj9qonFIeE+AYxMdwpxB+PZ/WU9fM9pkvMsWPH0K9fPwQHBwMAEhMTUVpaKrjehx9+CI1GgzfeeMPq9ePHjyMjI8PcpSY1NRXLli0TvV+2j4aFlmNdnrATc2znj+2NWWvzeAfVPnlbD8RHhqJzh0AM7N7WJUCt/2YDuukRGx6Iitomu90LuO48A7rpJX8HseetmrrNuPLfzdfi29nvO6pPZ2QlRuPQ6SpcrGvCmcoGLP+u7ffcXlzOH9sbMBnhjsMr9F1dEYdyUFNsAr4XM65Ex1YZQrHO0QB4+Z6+zL9ZrLHpMQl7fX09unbtav5bo9FAq9WipqYGer2ed70bb7wR586ds7u9Hj16mP8OCwtDRUWF6P0qLBRXh1Ps8oQdy7GNAfDM4I5YnVdrVfkkIliLR9LCkRHRAJgagFqgsOBXBfdWHg/1DcYbB5rsvmcC8GBSEAoL8p3+HNbzdsCAAU5/llzcEWu+Ft/Oft8gAN0AdIsA/B3EZUxLOfLyyp3bWSc5+q6uikNnqCk2AaC4uBiA78WMK9GxlZ+jWAeADgEazBigF/WbxRqbHpOw63Q6BAQEWL0WGBiIxsZGhwk76/a4bYmVkpLCXCWmsLCQeXlfYzCazK1tlq3bTOtaHFtotILbSUsDpo6R/nlqkpYGJCSUY/GWEqsKH20lJHvjjr6xTm3fk89bV+6zJx8nS/biEED710xG2b+vWuOS5d9W6Tj0RklJSSguLvb4mFEjb/k9cqfmViPW/HgGZ6uuoltECB68NR4BflqkpQHd4i9g4cYiq8aFjsH+eHhIN+T87mbFfrM8JmHX6/U4efKk1WsNDQ3w95c266Ver0dVVZXT29LpdKICQuzyvkCuMpI7j13Ckq3HmLaj0wEZPaLNVTEOn63xiJJo9oxJ7YI7km9QtLybJ5637thnTzxOHHtxyM0qfOVqi/k1LgmNAdv3FVN6UKcDhvbs7PyXUYDQd3VFHHoT7lh6csyoHR1baV7eehQf/XDaqtvL0n8fx9RhCZg3JgljUm5ATGuFy8sde0zCnpKSYjUo9Ny5c2hubpbUus5tb+vWrea/S0pKEBMT4/R+EnHkmvgn91wj3jyQx7yd7UVl7SZeig0PwsLxnjnpCJV3I87gi0PLRJ1TXtOInLV5+GNSKM5qLiBWH8J7sVJiTgc1ozgkxLM99n8HsbPkUrvXjSbgwz2nAADP3pHolnLHHlMlZuDAgairq8OGDRsAACtXrsSQIUOg0+lQX1+Plpb2FxZHsrKycPjwYeTm5qK1tRWrV69GZmamAntO+BiMJizaXGx38Ab32qLNxTAYHVdsNhhNWJ1Xy7yd7UVlmLHmiFWyDgDltY2YseaI1VTiBqMJB0orsTHvPA6UVgruCyGexlEc2sMt92VxA576ZwEmrcpF5mu7rOIGuH4TYFu3uLymLc6W7zxBcUUIUY1Fm4/aTdYtrfrhFJpbjQ6XUYrHtLD7+flhyZIlmDNnDl5//XUYDAasWbMGADB+/Hg8//zzyM7OZt5eREQE5s6di8ceewxhYWEICQnByy+/rNTuEzvkmnDk0Okqq75kjrYzKCECz613PBBn3vpCjEqKxY7icp9qHSS+SexkIPbYPsliuRl/a+f1Lo4UV4QQd3p5azE+2XdacDmjCVjz4xmkhyq/T7Y8JmEHgOzsbHz77bcoLCxEeno6IiLaBkTt2rXL4Xpdu3bF8ePH273+wAMPIDMzE6WlpRg0aBDCwsIU2W9in1wTjlys4x+xbbud3F8q7T7mt1R9tQXvfHcSy7876XRXHULUTo4JfUxoK2W2aHOxeZZkMTcBFFeEEHfZVlCGVT+cYl7+bNVVSthZxMTEyNrXPD4+HvHx8bJtj7CTa8KRzh0Cmbez7+fLTMt+tPcX3tZBy8SEBpQRTyfXhD6WT7LE3gTYiysxg1UJIUSK5lYj5q4vELVOt4gQADXK7JADHpewE+/BzTxaXtPocMIRoRkOB3aPQGSwFlXXjILb2fez4/5pnPom/tkOWLvqqB0lRAQQjkOxuPNJLMu4qrnW7DHd0SiOCPFM2wouYO76AtQ1sk8wpQHw4K3xKC4Sl+TLgRJ24jY6rQYLxiVh5pojvDOPLhiXJHjx02k1eCQtHG8euCK4ncE3RWHFbuEZclnI0ZXAXXytegfh5ygOpeCSVqk3ATuLy7F632mP6I5GcUSIZ1q6rdhc9UWMx4Z1R4Cfe+q1eEyVGOKdRifH4f0H0xGrt26Ri9UH8V6Y7VVuyegahHcnpwluJ6NHpLm2tLPk6krgao6qd8y0qZJD1EvOCkZ8cdgxxJ85XjRoS1a5FuYF45LMr4vxdd55pytHuQLFESGeaVtBmaRkPbtPNF4Y21eBPWJDLezE7UYnx5kHqgk9VrbXohUbHoiH+gZjxl2xghOX6LQavHpvCmasOeLUPkeGBgh21VEjoeod1D/fMyjRsssXhwDMr52+fBVv7zwBQPiJGHcTYLuffDQAIkIDUNnQzLuMWrqjURwR4pkMRhOe/Up8d5YpQ7tjwTj3JesAJexEJVgmHOGb3KWitglvHGhCQkI5xqR2EdzO6OQ4fPBgOhZuOmo1jXhseCDGpMRhNUNpp7vTbvDIC7FcpTSJ+8g12Zg9fHFo+VpibFj72OG5WbC9CRBK+O9Ou4Ep/tzdHY3iiBDPtGLXSdQ3tYpaZ+qwBLwwNkmhPWJHCTvxCCx1nZdsPYY7ktkSab7WxIOnqpgShlFJsaL2Xy3kKqVJ3EMNLbujk+OQlRiNz3ceRHjMjQ5nOgXa3wQkxoa1f0r2W8KvDw5gij93d0ejOCLE8xiMJqZa65zwID+8em8qxqSqYzwKJezEI7DUdRbbomWvNZEbLOfos+IYKteolVylNIl7qKVlV6fVILlzINL63cA8NTdXTaWp1Yg37+sHaIDL9U1WXdcMRpMslaOURnFEiGcxGE34dN8pXLnmeB4WTocgHf7711FuG2BqDyXsxCO4qkVLp9VgfL843gEpGrBVrlEruUppEvfw1JZdR33uLW8s5KocpTSKI0I8h73fHyGv3ZuqqmQdoCoxxEO4qkVre1EZVjoYPT5teIJHl2tzVL1DTQkRsc8TW3bFVlORUjnK1SiOCPEMfL8/jtyVGocxqTcouFfSUMJOPALXouXo8udsVxVH/YOBtgvxpvwyVZSUc4YnJETEPqE4sCytqAYsY0/slWkcnRyHvXOz8PnUDCyfmIbPp2Zg79wsVZ2bFEeEqJvQNd2ejiH+WD6xv2L75AzqEkMUJdcsgEKPyk0A5o/t7VSLllr6B7uCmFKaRD2c6TLijhk5nYkplspR7kZxRIg6cX3WxbSsA8Cr96aoNn4pYSeKkVIr2lFSwVfXOVYfhAeTgnBHX+cqt3hq/2CpPCEhIu2NTo7Du5P7468bi1DVcH0AFV9pRcB9M3L6QkxRHBGiLtuLyrBwUzHKa9l/VzxhhmJK2IkipNSKZkkq7LVoDeimR2FBvtP77In9g4nv2V5UhiVbS6yS9YjQAMwfy5+sK1W3XQjFFCHElbYXlYmeGHH+2D54eGiCalvWOdSHnchOSr9VMQPTuBatu9PaJkniCzKxU7d7Wv9g4nv44qS6oRmz1rYfwCm1D7mzuNgrr21ERKg/73IUU4QQuTS3GjHnX+yNd9zvjyck6wC1sBMFiO23qsRkMNsKyn7rMnB9mnOhR16eUlKO+CYpceKOcRmsJdQopgghctlWUIa56wvQ0GRgWt4Tf3+ohZ3ITmy/VTFJBYul24qRs/aIVbKO37Zhr4ycJar8QNRKSpywxuKO4nJndw+AuBJqFFOEEDlw1/y6xlbmdTzx94da2InsxPZblXNg2raCC7yTHgFtSY1Qaz1VfiBqJCVOWGNx9b7TGJQQ4dTFi6UsakRoAP46tg9i9cEUU4QQpwld8+25J+0G/O8f0jzu94cSdiI7sbMAyjUwzWA04a8biwS3w9IFgCo/ELWREidcLLJ0T1m0uRgdAv1xuaFJ0k0qyxOAyoZmxOqDKbYIIU4zGE14YYPwNd/W/QNu9LhkHaAuMUQBYmcBZJkUSatpG1jnyKHTVVaVMxzx5DJyxDdJGRRtGYuOcN1pHvj4Rzz5RR4mrcpF5mu7HHYfs+ULJRwJIeqxYtdJVF9lu+ZzOob4I8NDGwwoYSeKENMXnCWpMJqAnLVHsHznCd6qLxfrmpj3j8rIEU8j9kaYMzo5Do8O7S768+xVaHKESjgSQlxlW8EFvLXzpOj11DwxkhDqEkMUI6YvODcZzOOf/wRHFeYsA5Sr+jKqT2cAQFRYINN+RYYGUBk54pEcTR7mqAJSVp8YfLzvtKjPEluhSWxXOEIIkWJz/gXM/uInUevEdAjAoruTPWqQqS1K2ImixPQF7xQa6DBZt8W1AL47OQ2nzjXisyK2+qtL7k5W3R22O6aNJ55J7KDotln/jkr6LDFlH91dFpViiBDv9/LWYqz6Qdwg0z/f1hNP3NbT438PKGEnqiG2byvXAvjChqPM/dimD0/AmFR13WG7a9p44rlYb4T5ZjkVizU2pT4BcBbFECHe7+WtR7Hqh9Oi1pk+PAF/HtVLmR1yMUrYicvxtYRJ6dtqApiS9YhQf7x0dzLGpN4gYY+V485p44nnYmlNFiqzKIaY2HR1WVSKIUK835a8C6KT9Sdv64mnvCRZByhhJy7mqCVsVFKswz6wznhnYjqG9oySeavOUWKGV+L9WFuThcosspDa79zREwA5u65QDBHi/bYVXMDjIvusx4YHYvZtPRXaI/egKjFENIPRhAOllbzVWvjwzYLItYTtKC7nrYLhrMsN7BVkXEXuGV6J9xOKIcuKLs6WT1Si3/n2ojJkvrYLk1blSi4faYliiBDvtr2oDDlrxSXrALBwfF+vu0mnFnbCy15L2I7ickl9RVlbwvbOzbLbB9ZZaiwlR3WriRhiW5OdPedZ+52ztpgr0XWFYogQ79XcasSfv8gTtY5WA6yY1N8ru8FRwk7ssvfYvWOIP67Y6S/OcsEV0xJm2wf2l0sNWP6d+Hqr5v0O9ofRZILBaFLVHTfVrSZiiImhwT0iBcss8nl0aHdkJ8UydVX55mg5lmw9JngDr1TXFYohQrzT9qIyPP1lHhpbjaLWWz6xv+rGqsmFusSQdvgeu9tL1oHr5dsWbS7m7R4jtiWM6wN7d1oXZNzk3KxkV6614IGPfnTq0bsSpMxcSXyXlBgS28VMA2BbUTlTsp57rhGz1uYxdc9RqusKxRAh3md7URlmrDmCqy3ikvWpwxIwrp93JusAJezEhtTKEkIXXGdawlgTFX2w4wdGYmduVJrUmSuJb5ISQ3wzDvNhTZwNRhNW59XytpgD1jfwO4vLmT5fbNcViiFCvIvBaMJz6wtFrzd1WHe8MNbxjOmejhJ2YsXZyhJ8F1xnWsJYE5UVk/rjH4/eio7B/nbfZ3kS4Gp8CVWsPojK0RErUmNodHIc9s7NwudTM/CnwfFMnyWUOB86XYXKa/ytX5aJv8Fowtd555k+V0rXFYohQrxHbmkl79N8PrNH3owXxvZVaI/Ug/qwEyvODs7iu+A6Mwsiy5TnEcFawGTCgVOVuHKNP9jFzNzoKq6uW008k5gYsjcQlDvfPztwRvCzhBLni3VsVZcu1rXFWlWD8AU4MjRActcViiFCPJ/BaMK/Dv8qap2wQD886UW11h2hhJ1YkTo4i6Ves9RZEIUSFROAJoMJD33yX+b9VVvVCNaZK4lvY4khZ+Y6YK273rlDINP+du4QxBxrd6fd4FSCTTFEiOey97vF4vUJqT5zY04JO7EipbKEmL6iUlvC+BKVjiH+qL7agvpmcV1cuBsTOSdxIcQVHMUQS+lEqU+6LA3sHoHIYC2qrhl5fyciQv0xIL4TDp+pZvpeo5JimZYjhHiXbQVlyFl7RPR604cnYEyq73R5o4SdWGFpzbYt78har9nyM6S0hNkmKlFhgZjzzzxR27BsQWSdMZIQtbEXQ87OdSAmjnVaDR5JC8ebB660+53gVDW0YMQbuzF/bJJgIwBVciHEN20ruIDHPxc/MdKKif1xV5r3VoSxx6MS9hMnTmDevHk4e/Ys7rvvPjz77LPQaBy3BB08eBALFixAVVUVZsyYgSlTppjfmzFjBnbv3m3+e/Dgwfj000+V2n2PIfTY3Z19RS0TlQOllSivZZ/B1LIF8Rue2dOcmcSFEHdyZq4Dvjh29AQqo2sQ3p2c1q4Ou6XymkbMWnsE04YnYOWeU0616hNCvMu2gguSZjF9b7L31lp3xGMS9ubmZsyYMQOZmZl466238NJLL2H9+vWYMGEC7zpVVVWYOXMmpkyZgrvuugtPP/00+vTpg4yMDABAUVERNm/ejNjYtkexfn4eczgUJ3RBV0NfUbH90LkbDqMRvHf0XDLx/NeFuNZiRGw4dZMhnkHqXAd8HPaF79MZAHBH31hkJ8UhY+l3qGpobrcNrmV/U34Z3p3cH0u2lkhu1edQNzZCPN+2gjLMEpms+/oTcI/JUPfs2YP6+nrMmzcPwcHBePrpp7Fo0SKHCfumTZsQHR2NWbNmQaPRICcnB+vWrUNGRgbKy9vqAvfq5Ruji6VQ+yAu1gGyj4/sgaE3R2NQQgR2FJcz9ZWramjBU1/mAaAfCeIZ5Jz1U6gv/LuT0xDz22uHz1TbTdY5XMt+p9BA7J2b5VSyTd3YCPF824vE91mfP7YPHh6a4NM35x6TsB87dgz9+vVDcHAwACAxMRGlpaUO1zl+/DgyMjLM3WZSU1OxbNkyAEBBQQEMBgOGDx+O2tpajBw5EgsXLoRerxe1XwaDQdRyrMv7GoPRhEOnq3CxrgmdOwRiYHfhC/mAbnrEhgeiorbJYcWL2Vk3t5W6MxiwcNNR0ftmmaTc0de3BsaJPW91Op2SuyOKK2NNDfHNGg8Duumt9tM29tK7dcLCTUcd9oVfsqUEy2/vCIPBgPKaq0z7V15zFTB1xKDuHS02aATrIfvmaDlmrc1zeBOhRHyq4d9WDmqKTcB7jqsaqfnYNrca8cy/8kWtE6cPwkMZ3UT9XihJ7uPLGpsek7DX19eja9eu5r81Gg20Wi1qamp4k+z6+nr06NHD/HdYWBgqKioAAKdPn0bfvn0xd+5caLVazJs3D8uWLcOiRYtE7VdhobgZucQu7wtyzzVidV6t1UQskcFaPJIWjoFdAlFyqRnVjUZ0CtKiT3QAdBbjFh7qG4w3Dtjvx24C8GBSEAoL2n4cii42ierzbrkdAJj/dQGimsusPt9XsJ63AwYMUHhP2Lkj1twd32LiAbAfe+EBGtQ6qLpkAlBW24SSS83QFRai9iJbTNVW/Iq8vItMy9oymEyYv/WSw5lVlY5Pd//bOktNsQkAxcXFADz/uKqZ2o7t/nPX8N7BGlwTmefa/m6phVzHlzU2PSZh1+l0CAgIsHotMDAQjY2NvAm77Trc8gAwbdo0TJs2zfzeM888g9mzZ4tO2FNSUpjujgwGAwoLC5mX9xXfHC3Hmwfat5pVXTPijQNX0DHYD1eutZpfjw0PxIt39TG3pKWlAd3iL2DhxiKrpCNOH4T5Y3tbtbidzb8AgK3EnD2V14xo0XfDgJvU201Ibp583rpyn9VynNLSgISEcizeUmJ1c2ovHvhiz1Gybqm60YiUlBSkaLR4/6f/8LbsA4BWA0TGdUNairRuK7m/VKLyWoXDZZSKT7X823qbpKQkFBcX03FVgBrP2Ve3H8OqA+Wi1tFqgOV/TMOYFHU92XbX8fWYhF2v1+PkyZNWrzU0NMDf3/409Nw6VVVVTMuHh4ejuroazc3N7W4MHNHpdKL+wcQu7w34BokZjCYs2XrMYauZZbIOABW1TZi1Ns+qisuYlBsQ01qBFn03XG5o4e0bG6sPcfq7HPil2uFnuJIrB9954nnrjn1W8jNZ/73HpHbBHck3OFzWUeyx6hSkNX/fheP7YuYa/j6pRhPwxBf5eN9PJ7qvucFowoFf2G60D/xSjYwe0YrEgSfGgJpxx5KOq3LUcmy3FVzAqh9Oi15vxSR1V4Nx9fH1mIQ9JSUF69atM/997tw5NDc3O+xznpKSgq1bt5r/LikpQUxM21Cp2bNn45FHHkFaWhqAtkcb0dHRopJ1IszRIDF9cIDoWc24BOO5rwrRIcgfGb+1puk0Ggy4KdJh8EiZFMrWit0/m//fnYPdaPCdbxH77y00YFyoBKQjXF/4PtHXfytHJ8fhnYn98cQXPzmMrUWbizEqKZY5oRY7++GK3T/jqyPnKA4IUQmD0YQnJNRZ//NtN6s6WXcHrbt3gNXAgQNRV1eHDRs2AABWrlyJIUOGQKfTob6+Hi0tLe3WycrKwuHDh5Gbm4vW1lasXr0amZmZANqqwyxduhT5+fnYvXs3li9fjkmTJrnyK3k9rtKE7cW2rKYRM9YcwYff/8yzprAr11rwwEc/IvO1XfjmKNtjNm5SKOB6/WdncIPdtheVybA1dnzH1V37Q6QxGE04UFqJjXnncaC0Egaj/VRXiX9vsSVROVzczB/b26qv+PaiMry42f5AVY5lHXgWfN9bCMUBIeqRvew/MIhsIesU4o8nbqMKfrY8JmH38/PDkiVLsGDBAgwZMgTffPMN5syZAwAYP348vv/++3brREREYO7cuXjssceQmZmJkydPYubMmQCA6dOno0ePHpgyZQpeeeUVTJw4EdOnT3fpd/JmjmZd5PznxGWnP6dtYpY85J5ju6hzk0LF6q1L28XpgzB9eAI0YE/mue+2aHMxb7IlN6HZLF29P0Sa7UVlyHxtFyatysWTX+Rh0qpcZL62q12SqdS/N2sJyIhQ6yeOsfogvP9gulVfeC6xdlTa0RLLzQLL7wcfigNC1GHJpqM4dZmtipSlpfem+HT5Rj4e0yUGALKzs/Htt9+isLAQ6enpiIhom8p6165dvOs88MADyMzMRGlpKQYNGoSwsDAAgL+/P1555RW88sorLtl3X+PMI3cxuDJzq/NqMXWMCSzdyRxNCtW/WydRj+AtWw1dUbNezGyWaq6h78uEapxbjs9Q6t9bqHsY1+3l+7+MxOEz1e3Hn3BlzSQk1iw3C87+flAcEOJe2wou4OP9p0WtQ906HfOohB0AYmJizP3QWcXHxyM+Pl6hPSL2SH3kLoUJbRUiDp2uwtCenZnW4evja5vMn6yow4rdjuv9A677vmJnsyTqItRiroF1P2/Wf8fy2kYcKK1kHoDMdQ+bueYINIDV/nBrLRiXhAA/rd04MRhNKLrYhF3fnWROrLmbgEEJEYLLynX+UhwQ4nrXmg2YI7LW+p9v64knbutJLesOeFzCTjwD6yN3Pp1C/FF9tf24BEcu1omvsW6PZTJ/oLSSKWF39vuyknM2S+J6YlvMWf8dl2w5iqqG6/HC0lLFdQ+zfaIUK7Du9qIyLNx09LeykeLKpC4Yl8R0QZbr/KU4IMS1lm4rxsofTsEk4rFbUlwH/HkU9VkXQgk7UYSzFVnuG9AVq344JWqdy/VNMBhNou7QhUrlsXYdYGk1lIPa9oeII/YJCWscWSbrgP3uNfY46h5mD193HiGdQvyx9N4U5kfdLN9bqwFMJlAcEKISL28tFn3dBoCvZg5VYG+8j8cMOiWexdmKLB/vFR/0L287bnfgHh+WgX+Ovodl1wFXPcZT2/4QccQ+IWH597ZHzMBL7onS3WldMLhHJO+548xA0ACduEuN0PfWAJg6LIH3fYDigBBX2pJ3QVKynt0nGsEB7q8V7wkoYSeK4avIwkJqcQeuZOTynScdJiospfK4sntNrUb8ObsnYsIDrZblKma4eoAM33F11/4QdlzLMV8aqUFbdxbLlmG+f2/bCi62xJZRFOLMQNCLdU3MpRZZ427emCSKA0JUYHtRGR7/Qnyt9dQu4fjofwYpsEfeibrEEEVZPnLfUVyO1ftOu+Rz39p5Ap8fPIOF4/u2u3CzDPx7bn0hFm4qRnmtRd/e8CA8ld0L3aNC3D7TqdiuDEQdWAd72v472vv3Lq+5hqf+KTywSw0DOO0NqLXH3kRJjuKO4oAQ9zIYTXj6n3mi13t0SHfMH99X/h3yYpSwE8Vxj9wH94jEoIQIPP91EXPNZmeU1zbZ7cfLMvDvytUWANb9gitqG/H2zhN4/8F03soZrkwchGazJOokdbCn7b/3gdJKps9TywBOR6UWDUYTVuw6ibd2nmy3nlDcSYkDV8cqId7IYDRh9Nv/wdVmI/M6If5avHl/P5rFVAJK2IlLjU6OQ1bvGGQs3dluoJxSuFY9oC1Z/7fEGRAdtRKKnTqe+DY5WoZdPQCZ+zxn51ewLUFZ3dCMxVusn2ZZYm2dZ0WxSojztheV4ekv83C1hT1Z1wA4PP926rMuESXsxOUC/LR46e5k5KwV7vNmr9uAmO7tXKveil0/44tDZ51ONuy1EoqZCIcQjrNPSKR2r3Hm8+aPTULO2iNObce2BCULuSZColglxHnbi8owY43434GxqXGUrDuBBp0St+gUGii8EIBOdqZGf29yOmLD2dbnvLXzhKwzr3KtgUpNHU8IC1cPQLaNRymcebLmTD96ilVCnGcwmjD3qwLR64UG6LB8Yn8F9sh3UAs7cUipvp6sF975Y/sgVh/c7vNPXqyz29/VVZZsOYpgfy30wQGKTB1PvIuSfaZdOfDS3TOHOtOPXuykVYSQ9pbvOIGaa62i1/vfP/SjcSJOooSd8FKyryfrhTdWH2z34tk9KtSpz+f9vPBAXGsxCP4gVTW0YOaaI3hkaHem7bo70SHu44o+064agCw1YY4IDXBqoLkc/fHFTlpFCLG2aHMhPtl3VvR6Kyb2p65mMqAuMcQuljrlzhCqRw20zY7Id4GWe8rxEb2i8fnUDLx4V19oNOytAF/nnWdajqZI901Kx5GrcXErxlPZPXF3P+cv1s72xxc7aRUh5Lpxf9sjKVl/bGh33JVGFWHkQAk7aUeor6cJzvf15AbMOdpC9dUW7Cgut/9eQzOErt1aDfDkbTcz7c/3Jy5h17EKzFp75LeSjsJMaGtpjwgNEDURDnEvbmKejXnncaC0UrE+y57cZ5rvGOm0GtyVypZ8dwzxxwcPpiMxtgM+2X/Gqf2ZNjzB6RY6KZNWEUKAu/72Awov1IleL7tPNP46jmqty4W6xJB2WGY0lKOv56ikWHQM9sMVnu4njkoozlrbvtKDrUczEzD7tl7453/PMQ04lTKtMgDck3YDPtl32iWVOohzXFnSz5k+0+6sE+7oGP10tpo5ToL9dcjqHYPhr+9yep825Zfh2dF9nDoGrq6qQ4g3uGv59ygqqxe93iNDu+NFStZlRS3spB3WPpx8rd+sVuz6mTdZB+xPre6o1dLWRz+cwo7iciwYl+TUfgoZlRRLU6R7AFd3T5HaZ3p7URkyX9uFSaty8eQXeZi0KheZr+1ySfcZR8doxpoj+HAP+01tWU0j5q0vQHltk9P7Zfs7IJWrq+oQ4snG/W2PpGR96rAEStYVoGgLe0tLC5qamhAWFqbkxxCZsfbh3Jh3AS+MldYitb2oDG/tPMG0rGVCw9L6b2nR5mLsnZuFR4d2x8f7TovdTUEdf+tnr9NqaIp0FRPqniLnxDwcKX2m3VknnKULj1hfHWEb48FCrsGgrqyqQ4inWrKpSFI3mBUT+1OfdYXI0sJeX1+PV199FYsXLza/tmbNGtxyyy0YOHAgJk6ciAsXLsjxUcQFBiVEICLUX3C5yoZmSa1eXGLAyjKhEXPRtmyhz/5tplO5WV7iuUodd6d1weAekZQAqIiY7ilyEdtn2t193sXeDLuanINBKVYJ4bet4AI+ljDuhJJ1ZcmSsL/wwgvIy8vDbbfdBgD4/vvv8eqrr2LhwoXYvXs3brrpJixatEiOjyIuoNNq8Pu0LkzLSmn1EpMYxIYHwmgymQe/RYWJmzAJaNtHKdUtWFRfbZE1ySPKcEdJP67PNIB2Sbu9PtOuvKmwN6jUneUMHaXLNBiUENdpbjVi7nrxEyNNGdqNknWFydIlZv/+/fj666/RtWtXAMCbb76JSZMm4fe//z0A4IknnsC4cePk+CjiItlJsUxdSKS0eolJDBpbjXjgox/Nf8eGB6JjiD9qrrYwP6bv3CHInDxJmU5ZiFKJjjsHHnobd5X04/pM2w7ijLUz0NVVNxV8g0onDuzm1Haleiq7F3p2DsOstW2x6SmDQSk+ibfZVlCGuesLUNdoELVeyg0dsGBcikJ7RTiyJOxRUVE4deoUunbtin/96184e/YsPv30U/P7v/zyC8LDw+X4KOIiXIt0eU2j3cTYmYlMxCRFtiUWK2qbzPtjW+nBlu0+jk6Ow3uT0/H450cgZ68CJeo2u7KaiS9Q8nwWwtpn2hU3FY76yL+984Tom2F7hOLS0lPZPfFkdk8AwPtathsbNaD4JN5m6bZiUYPKOd0jg7F59nAF9ojYkiVhnzt3Lp566ilERUXh119/xfPPP4/IyEiUl5dj+fLl+Pbbb/HEE0/I8VFEQbYtRvPHJmHWWudKoNlrhRJKnoC2Gur2kmrupbBAHXRaLWqu2a+ZzrePY1LjsAL9kbP2J4f7zUKpJM+dAw+9lbtL+nF9prl42FJwoV3irvRNBUsf+VaD0TwI1/YYCSXhKV3CUXi+ljlZjwgNwONZPc1/j0qKRYdAfxz45TKAtuOVcZP6+pdTfBJvsyXvvKRkXasBvpszUoE9IvbIkrD/7ne/w9atW5Gfn49u3bqhd+/eAACDwYCwsDAsW7YMI0aMkOOjiEL4WoymDU/Apvwyq9djwgMxaVA3NLUacaC0kvdRsKNWKEfJkwn2k3VL9U0GAG2P7UICdDAaDWi0qBDpqGVuTOoN+ECrwcJNxSivlda9wF6SJ8cjcndUM/EVYrqnKEGoVVbsTYXY841l7Eh9kwFhgX7w02msnm5xxwhAu+8QEeqPxeOS8fK/S9gOxG9eujvZvL/2js1XR84J/ru4ulsKxSfxNtsKyvD4F3mS1n3vgXQ6z11ItrKOMTExuP32261e69KlC1544QW0tLSgoKAAqampcn0ckZGjFqOVe07h3cn90Sk0EBfrGnH68lV8fvAs3tp50rycvUfBLK1Q9pInfYg/Bt8UiX8Xsdd4v9ZsgAnAhPQbEBroj/iIEDw0uDsC/PjHVI9OjkOHQH888PGPvMtY6hjibzeB4b6zXI/InZlshwhzV0k/1lZZ1psKKecba9/3+qZWaNDWt7x7VEi7YzQqKRa5pZdwqOgEBiT1hFanw4HSSlEVZqYPT8AdybE4UFqJHcXlWG1nvIxQi7U7uqVQfBJvsr2oDDlrxY/rCgnQYtkf0uhJkou5ZKbTqqoq/PGPf0RJibgWGKI8lhajJVtLsHduFnYUl+PtnSfsJh0z1hzBU9k90T0qFFFhgVi46ahgK9TeuVkYlRSLFbtO4pN9p3HlWguuXG0Rlaxz2wSAr45cLx360d5Tghfuyw1sE7o8OrQ7nh+bxJvkyfmI3B3VTHwN1z3FVcS2ygrdVEg938T2ff/i0FnsnZvV7mZGp9Ug46ZIHCkGnvxnPqoa7HdLsyc0QIc37kuFVqtB5mu7BJNfR7Mdu6NbCsUn8RYGowkzRRZh8NdqkDOyB2bf1ota1t3AJQk7AJhMytQOJs5hbTHKLa0U7P9q2eruiGUrVM21Zry986RTg9zssbxw8yU/rAlM9m/Jgr0kT+5H5O6qZkKU614hpVVWifONZeyIo32ytHRbCT46UCOwlfZW/ukW1DW22E22WffDnd1SKD6Jt8h45VvR193VDw/EsF7RiuwPEeayhF2jobsxNWJtCTrwy2XZJ1Upr23E69uPyZ6sA9cv3M+tL2zXV517bD4qKdbpQX5yPyJ3ZzUTX6Zk9wo5W2WdOd8s+8izKq9txIHSSqubmFf/XYyP9omfVCVOH4SB3SMw4o3domNezGzHSnZLofgk3mDYa9/hUn2r8IIWOob4Y8jNUQrtEWEhy8RJxHOxtwTJf8NVVd+k6MyKJrSVhbQdWMq1vu8oLjcPpOMjVDlE7kfkYifbIc7julfYnovcebK9qMyp7cvZKuvs+cb1ke8UIjyTMQAs3nwUk1bl4skv8jBpVS4GLNmBVT+cZlrX1oJxSTh8plpSzEuZ7ViJbikUn8TTPfLJQfxaLT42Xr03hc5rN5Olhf2ee+5x2ILe0sLex5G4FmuL0eAekVix+2dZPpPbZkRogCzbE8u2H/204QlY9cMpq8o0Wg0wdViCYOuqEo/I3V3NxJe4onuFnK2yUs43264+o5JiEervh4c+OSi4nWqbeRCu8JRRFfLo0O4YnRyHjXnnRa+r1QDVDc3mv93dLYXik3iqDf/9FbuOXxK93oqJ/em8VgFZEvb/+Z//kWMzxA1YS8ll3BTJ3P+VxYJxSdAHuydhB64/Nl+x62es3HOq3XcymYCVe06hf7dODn+olHpE7q5qJr7GFd0r5KwBL/Z8s9fVJyLUH3f3c+0U4tlJsQCkJdFGEzBr7RG8r20bSKqGbikUn8TTSJ0Y6dEh8bgrzbW/F8Q+WRL23//+9w7fN5lMMBqNcnwUUQBri5HY/q98pg1va7k2GE2y3gRI8cm+9sk6wN66quSEPK6uZuKLXNW9Qq5WWTHnG18llaqGFnyyX3wfdClsk2cxA19tWcaiOyfB4lB8Ek+xraBMUrKefEM45o9PVmCPiBSy92FfuHAhmpubrV7Lzc3FmDFj5P4oIqPRyXHYOzcLn0/NwPKJafh8agb2zs2ySiS4pMPZriyb8stgMJqg02owvl+c25J1wPEjfsvWVUe44xKrt249jNUH0ayHKufK7hW2MfaPR2/Fm/f3M09AZhCaLcxiO+8/mI6YcP7zzVFXH1eb/1tJ1I1553HwVBXmj+0DQNyoGNtYpJgjhE19Y6ukWutdOwZiy+xhCuwRkUr2KjFffvklnnnmGQQEXE/qbr75ZpSVOTdwiyjPUSk5y0e/++ZmYehr34mqv2zJsqSjlLt+OWgABAfocLXZILgsS+sqPSL3TK7uXsHF2PaiMjyzLt+6tf23GYS7R4Uynj/We2xZOpdlVlOlaTXAo5ndsWQr2wzKLCxjkWKOEMemrzmMnSXi+6xHh/pj73PZCuwRcYZsCfuGDRsAtF00Nm/ejODgYPPf+/fvR3IyPVbxRHzl7u4f0BUrf0u2pbTicSUd3YF7jM6SrAP8rav26nazPiJ39ZTqxD53dK/gnfSntklwBmFH61fUNpnnHmhqdX8XRKMJdivKXJ9BOR2dQgNwsa4Rl+uasGSr8MR6UWGBVmUmB8R3UmDPCfF8S/dW4b9lzcIL2tAAyH1hlPw7RJwmW8L+1VdfAWirt75582bodDoAgFarRXx8PJYtWybXRxEXcTSb4Mo9p+y2koUF6lDfJJwIK13S0ZGY8EA0thpx5arwE4I4ntZVZ+p2u2NKdcLPlVU/xHRVsTdrJ2tVmzfv6yfbPsvt+gzKxeaZVA1GEz7ae8rhk46OIf6Y8888lNden6FYq4FVdSeKI0KATXkXJCXrAPDu5HRqPFIp2RL2v//97wCA3r17Y+XKlQgLC5Nr08QNWBKDTfll+P4vI3H4TLVVi9eIN3YLdjFwV0nH+WP7oHdcOB746Eem5e21rjozLbq7plQnjrmqe4WYrir2Bj6zVrWBpq0ajNRua0qzrb4j9KTDhPYlJgHrZB2gOCJke1EZnvpXgaR1H81MwJhUihu1kn3Q6R//+Eer/utyOnHiBCZMmICBAwfitddes+qzyefgwYO48847ceutt+KTTz5hfs/XsSYGh89UY3CPSNyd1gWDe0QiwE/LNLFIrD5Ykf0WEhEagAOllUzLcrWjLQndyABtCZa9AYTOrEuUx/Uv585lJVqZxFabsR1sybr+5fomvHS3+rsh2vZJ5xtI2pFxoieKI+LLDEYTnvoyT9K6I3tFYP5djicSJO4le8K+aNEiq4S9spItORLS3NyMGTNmoG/fvvjqq69QWlqK9evXO1ynqqoKM2fOxNixY/Hll19i8+bNyM3NFXyPOFfujqWCAzfYz9UP3pZsLWGeAIqrHW1JTN1uOdcl3kFqtRkuzsRUtRmTegOmD0+Q9Hmuwn0fg9GEA6WVaGo14s37++Efj95qrlb15n39mLqvcSiOiK+6770fcK1F/PiVbhHB+OSRwQrsEZGT7FVifv75Z/zlL3/BtGnTcOedd+Lhhx+G0WjEihUrkJAg/eKxZ88e1NfXY968eQgODsbTTz+NRYsWYcKECbzrbNq0CdHR0Zg1axY0Gg1ycnKwbt06ZGRkOHyPOF/uTqiLgaNH4EqqamDr18fXd92ZGxl3TqlO1EFqHXIuzsRWtZk3Jgn9unbCXzcWMZ/7rmC5n47GdAzuESlpdlSA4oj4lvErfkDBuTrR66XcEI7NVL7RI8jewv7iiy8iIyMDmZmZANrKPI4cORILFixwarvHjh1Dv379zNVnEhMTUVpa6nCd48ePIyMjAxpNW5KYmpqK4uJiwfcIBFvANeBPajlCXQz4WuLVYP5Y+5VBnLmRcfeU6sT9uBtVgK0OuW2cOVqfr6rNmNQ4HHohG59PzcDjI2927gvIwHI/dxSXY+aaI+2ePHF90bcXlUmOB4oj4iu+PnIeBedqRa/30OCulKx7ENlb2EtKSvD222+jQ4cOAICQkBA89NBDTk+cVF9fj65du5r/1mg00Gq1qKmpgV6v512nR48e5r/DwsJQUVEh+J4YBgNbaUBuOdbl1WD+2N6YtTaPt9zd/LG9AZMRjr6SwWjCodNVqKhtQmVDEyJCAhCrD8LA7m2t7aP6dEZWYjQOna5CeU0jXv73MVUMlNMH6+z+Ww3opkdseCAqapsctnAO6KZvt74z67qL2POWqw6lBq48hmKO06g+nfHu5DQs3lJiVfHEFl+ccesv2lyMirrrrebhQX6YMjQeWYnRdvdjUPeOGNBNj3WHf+U9B10hVh+E+WN7IysxGsPf+I9gxZtdTw93GDe25I4jT/zttkdNsQl4z3F1t635F/DUP8UPMh3RKwoL70qm4y+B3Ocua2zKnrAnJiZi48aNmDp1qvm1jRs3omfPnk5tV6fTtRvMGhgYiMbGRt6E3XYdbnmh98QoLCxUdHl3igHwzOCOWJ1Xi8pr1/vFRQRr8UhaOGJaypGXV867fu65xnbrciJ/20ZG17ZWsCAA9ZeaVJGsA8ChohMIqrU/MPahvsF444D9RMsE4MGkIBQW5Mu+rjuxnrcDBgxQeE/YuSPWWD8zBsDfbu+IkkvNqG40oqyuFTtPXWOOs1PnGtHa2mr1Wk1jK97+rhSrf/gFU9PDMeRG8ecvAIQFaFDfLG86P6F3CG7U+6NTkBZ9ogOgaynH5zvPOLxh4fqi/3PXIcF9tl1PiTjypN9ue9QUmwDMT7Q9/bi60//l12LTiaui1wv3B2b380NeXp78O+VD5Dp3WWNT9oT9xRdfxNSpU7FhwwZ06dIFv/76K+rq6vDRRx85tV29Xo+TJ09avdbQ0AB/f/7qAXq9HlVVVXaXd/SeGCkpKUx3RwaDAYWFhczLq0VaGjB1TFsr+cW6JnTuEGhuHXfkm6PlePNAHm+LWOU1I948cAXvTk7DHX3bBneezb8AoFrW/ZdqYHIvpN1kfxKktDQgIaG8XQtp3G8th9z3kXtdd/DU8xZgj005SD1Olj/TS4xscSYUW7XNJvxvbg1q/TvhudG9270vdA4CwKy1/NuXovdNN+J/Bne3+j6s8R4ecyMe7HeD3X22V4dd7jjy5BhQs6SkJBQXF9NxlejlrSWSkvXIED8cfIFmMXWGu34TZE/Yk5KS8M0332Dnzp24fPkyxo8fj9/97ndO12VPSUnBunXrzH+fO3cOzc3NvK3r3Dpbt241/11SUoKYmBjB98TQ6XSi/sHELq8GOh0wtGdn5uUNRhOWbD0meME3AViy9RjujiP+DAAAOCtJREFUSL4BOq0GZ6uuObWfcuAep2f0iHZ4UzImtQvuSL5BUt1uZ9Z1F888b12/z858plCcGYwm5P5Siee/PsqUTK/64TT63xhht66y0Dn454tX8dbOE5K+hz0vbzuO1fvOWE1qFKsPYVo3Vh8CnU5nd58HxHeymgdCyTjyxBhQM+5Y0nEVb8mWIqzef0b0eg/dGo8lv1d/uVdP4epzV/aE/fLly1iwYAH+85//wGAwwM/PD9nZ2Zg/fz4iI9mmbbdn4MCBqKurw4YNG3DPPfdg5cqVGDJkCHQ6Herr6xEYGNiuhTwrKwuLFy9Gbm4ubrnlFqxevdo8GNbRe97KYDS5JEkUMzkMV35tUEIEPj94VvZ9EUPsVPTcoFopnFmXeCZn4s9eJRUW8zcW4Y7kWLuf4+gc7B7FlkyLYTupkdiKN3z7THFEfMmSLcX4eK/4ZL1/1w6UrHs42RP2efPmwd/fH+vWrUNMTAzOnz+P9957D/PmzcPKlSslb9fPzw9LlizBnDlz8Prrr8NgMGDNmjUAgPHjx+P5559Hdrb1Y56IiAjMnTsXjz32GMLCwhASEoKXX35Z8D1v5Kh0mtwzAootp3axri1pd9Sf1RWUmIqeEMC5+OObHZdFZUOzeTZRMZSosGJv5lautCvf8uP7xan6yRMhrvTy1mJ8vPeU6PX8dRqsy6FqMJ5O9oT9p59+wsaNG9GlSxcAbYnxCy+8gHvuucfpbWdnZ+Pbb79FYWEh0tPTERHR1vKya9cu3nUeeOABZGZmorS0FIMGDbLqmuPoPW/Cd8FXahpvsRf7zh2C3FozedbIHogICUBEaAD0wQEwGE2UJBDZOBN/jmbHZcXFlpgWfqn14gP8tGhu5Z+4xXJSo8E9IjE6OQ6PDUvAqh/sJyEr95xC/26d6Caa+Lwteed540TIO5P60zXNC8iesA8aNAj//ve/8dhjj5lf27p1K4YOHSrL9mNiYkT3NY+Pj0d8fLzo97yBowu+bYsXAFm6zIi52HM1pt05K+Gn+0+joel6eSalnjwQ3yMm/uzFmpjuZXw6dwgS3cIvdWIzR8m6Je4mYltBmWCLoaPjQ4gv2Jx/AU98kSd6PQ2AdyfL2yBH3Ef2iZMuXbqEN998EyNHjsTEiRMxYsQIvP3226ioqMCf/vQn/OlPf5L7I4kDQhd8rsVrxa6TyHxtFyatysWTX+Rh0qpcZL62C9uLykR/puXkLo5ocL2/uNBETUqyTNYB60lbCHEGa/zx3bA6++QpTh+E6oZmwcmJ7FFyYjPuJiJn7RGrKi+2hI4PId7u5a1H8cTnP0la952J/ewOOieeSfYW9smTJ8u9SeIE1gv+WztPtnuNtcuMvUfto5Ji8efsXli97xRqrrWvrW7buqfTajB/bBJy1trvz+pKLC2fhLBgjT++5ZztS/7CnX2wZCt7C79tLI9KisWopFjkllZi1tojuGInlsUwT2oU3wkj3tjNvJ47u8wR4i4vby3Gqh9OS1p3ToYed6ZQsu5NZE/Yf//738u9SeIEZy74LImrvUftHUPaqvVcudr+4q4P8sMjmTfh8aybrba3vagMi7cclbyvcuNa9j7ddwpRHQI9ovQiUR/W+ONbTmpfcs78TUWothOHHMsW7JprzQ67zbw6IUXy4FdLC8Yl4fCZalFdfZQYBOuqqlmESLGtoEx6n/WJabjBwD+pIfFMsifsRF2cveDbDhKzxDeYzl6izqlpbMXbO08gMTbM3Lq+vagMM3gqRbjbkq0l5v+nvu1ELCmlCy1J7UvOcZSsW9pZXI7V+04LDoydNjwBH+6RlkQAQHhw2yVHTIt5nIPjI5Urq2YRIpbBaMIsiU+b35vcH3f0jXE4CznxTLL3YSfqYtmf3LbtSExbku0F1tnqFYs2F8NgNMFgNOG59Z4xNTX1bSdiscSfUN1/JfuSc77OO8/bbQZoi9fmViM25Tt37tdca8XMNUdw+nID8zqs8yKw4hoaxPbpJ8RVZq05LOnaumJif4xJvUH2/SHqQAm7D+C74Mfqg/BUdi+mbdg+knameoVlq31uaaXDFnkhrnyAbZm8GByNlCPEgqP4Yy2pOjo5DnvnZuHzqRlYPjEN88f2kW3/woP8UNUg3G1myicHna5Yw/n84FnEhjseZK7VtLUWytniLVS1B6D4Ju5V39iK7cUVotebOiwBd6VRsu7NqEuMjxidHIdRSbHt+mwCwBeHzjrsMhMR6o8B8Z2sXpNjENjFukacrKiTtC53oX/ytp54+7v2A2aV4qiLEPWJJXy4+MstrcSBXy4DaJuxM+Mm9gmNLGf5NBhN+GjvKcld3Sz179YJ35+4JLjcvtJKJz+pjQlAeW0Tnsruhbd3nuDt6rNiUjruSI7FgdJK2WJKTNUemkGVuNqSLUfx8d7Totd7NDMBL4wVrsxGPBsl7D6EbypyoT6yVQ0tGPHGbqv+nXIMAuvcIQgnK+qZlg0L1KHeovwiNytpVu8Y/N+B08x9deVie8NCfWKJkB3F5VbnyIrdP0s+R4RmCRVjeM8opoRdbt2jQvD+g+m8cQMAma/tkjWmnK3aQ4hSxq/4AQXnakWvN3VYd0rWfQR1iSFMfWRt+3c6Uzddg+sDyVhbsd5/YIC5O8DnUzOwd24WAGDEG7tFJesaAJ1C/J3uSmN5w0J9YokQJc4Rc9yGB0rerzh9EB4a3N0tcyBEhQZCHxyAZ0f3xvyxffDWH/pZxbYSMeVs1R5ClLB401FJyfqyCal4YWxfBfaIqBEl7ARA28X/+7+MRERogN33bft3OhpMx4IbSJZxU6S5DCSfTiH+GHJzFAb3iMTdaV0wuEckdhSX272gCzGhrXKG1G4E3M2G0WjCxrzz2HfyMhZuoj6xhJ+S/aZHJ8dh33O3MY9F4WhwfeKyAD8tFoxLcrprjZjP7hjijzn/ysekVbl46ss8LNlagte/OY6aa80AoNjxEmposGxMIMQVNuadx+r9p0Wvl3xDB9w78Eb5d4ioFiXsxOzwmWpUNTTzvm876yBfy3zHEH/eJDzOZqCdTqvBq/emONyvpfemWPVbdbZCjTNMAK61GPDAxz/iyS/y8MDHP6K8VvpMlsT7OTvbqRCdVoMns3vigwfTEWcTi3H6IEwfntDuddsBr6OSYgVvnOXAdbu7crWlXdxwrecrdv2s2PGSo2oPIXJZuq0YT36RJ3q96LAAbJk9XP4dIqpGfdiJmZT+nY4Gsx48VYXymmuoamhGRFggYsPtDxobnRyHDx5Mx8JNxVYXcb7+qs5UqJGDlKo21CfWd7mq3zRfLOq0Gjw7uo/DAdEHT1U5Va2JT8dgf6vZUWPCA9HYarT7WdxEbav3/cK07Z3F5ZIGhnINDbZ952NpzAlxoS155yXNaTBlcDwW3J2swB4RtaOEnZhJ7d/JN5hVzMXUXrIxIL4TDp+pxsa881ZJhjOJDTdRjclkQnltk+TtiEV9Yn2XK/tN88Ui3+scpW4o330gHVqNxhzTRpMJD3z0I+/yJrTVamfxdd55PD9WWmu4o5sbQpS2raAMT3yZJ3q9T/50C0Ymxci/Q8QjUMJOzJydldFZlknF9qIyjHhjt1ULWERoAF66O9mpxMYEYOLAG1F7rQUf7zvt5B4LU/qYEfVzd1yxUOKGMjI0ABk3RVolwRvzzsu2/aqGFqfKLwrdxBCihO1FZciRMIupnxYY3ruzAntEPAX1YSdmaunfyVdRo6qhGTlrj2DXsXLpFWo0wFs7T7osWQeoT6yvU0tcOeJM1Sc+S+5Obved5L4xoK5mxJMYjCZJfdYB4O0/9KfriI+jhJ1YkWNWRmewDChd9cNpjE2OBSC+Qo3JhSNVXXXMiPq5O66EOFv1ydb04QkYk9r+O8l9Y0BdzYgneWLtYTS1GkWvNyqpM81iSqhLDGlPrv6drDN/Wi53ua6JaUDpx/tP45HM7vj6p/MOp1WXQ5w+CPPH9sGSrSUOuzXEhAfif/+Qhsv1TdQnlrTjyn7TfLHnKCb5BmOKERHqj5fuTsaYVPvJheWET3wTtbFQQzciQsT46r/nsK2oQtQ6GgCPDaNZTEkbStiJXc7272Sd+dPecixMJrSbwtmZBMBWZGgA7k67AaOSYs1JjVarsZtocOnWwvF9MfTmKJn2gHgjV/Sb5ou98f3isCm/zGFMcjcVb+04jhW7S0V9boBOg5fuTrHbsm7J2RsDtXQjIoSVlFlMM26KwGeP3IoAP+oIQdpQwk5kt63gAnLW/tTuda7OMtcFgOurLleS7ex2Hh/ZAz1jOvC2fFI5OKJ2fDFVVtNot4ScbUwCbTcVQ2+OFp2wNxtMyFl7BB9ohbv42D5tiAoNxJx/5aOi1v4TLEsUb8STPPrpQdHJ+hNZPTDn9t4K7RHxVJSwE1ltKyjD45+3T9aB63WWF20uRlbvGLdNfsRn6M3Rgq2fVA6OqJWUCcUsY3JUUqz5PB6UEIGIUH9J3c1st8XH9mnDwvH2u8pwfz8ytLvVEy9C1G7TkfP47tglUesE+Wvx5+xEhfaIeDJ61kJkw5WrcjRjODdL4d8PnHbp5EcaB9d3sdORc4nG3WldMLhHJCUPRBWkTihmb+ZQnVaDCeldJO2H1FlIHQ3M/eDBdLw4ri/FG/EY24vKMPufeaLXe3NCPzrHiV3Uwk5kwbXusTpTdVXBvWnvfwbH4//2nwFgv/859Yclns7ZEoeW6xuMJmwpKHf5vtATLOINmluNmLe+UPR6VA2GOEIJO5GF2Na9+IgQBfemvVF9YpFxUyT1Pydey9kSh5brS22t51yua2o3QzErmtCIeLJtBRcwd30B6hoNotYbmxyDdx+8RaG9It6AEnYiCzEtanH6IDw0uDs+2nuKt0yi3Ob8Kx8Lxydh79wsar0jXkloRlU+9kokOtNar9UAS7aWmP+2Vx2KEG+0dFux3cHdQsIDdfjb5AEK7BHxJtSHnchCTOve/LF9EOCnNU/U4goVtW3VMHYUlzP1PzcYTThQWomNeedxoLQSBkcd8wmRiTPnnZTJj/i6hDnTWm+7y1wlmu1FZZK3yYfilKjFlrwLkpJ1AHj9fuq3ToRRCzuRhZjWvSVbS6DVajA6OQ7vTu6PFzYUofoqfzUK20mJLtc1WbXgseCrhmEPaw15QuQkx3nHV3o0ItQfE9K7YEtBOVOXsLYqMQGoamhm3n+Nxv5MwmJiTwyKU6IW2wrK8PgX9qujCXlvsvtnOiaegVrYiSzEtO5xLW5LtxVjydYSwWQduD4p0d1pXRDVIVDSPtqrhmGLq2Nt239XyVZCQuQ870Ynx2H+2CREhAaYX6tqaMGWgnLMH5uEz6dmYPnENHw+NQN752bZTRZ0Wg3uETH4bUJ6F7vJOocl9sSgOCVqwVVHk+K9yf0FJxojhEMJO5ENX1k2W6bf/vtwzynBgW2x+iCrSV0A5wfX8fXPdVTHmntt0eZieuxOZCX3ebe9qAyz1h5p1zpeXtOIWWuPoOZaM1NJ0lFJsUyf91R2LwzvFc20rLOVbACKU6IeBqMJc78qEL1epxB/fPBgOsakUkUYwo4SdiKr0clx2Ds3C/PH9nFqOx1D/PGPR2+12wLIdb+R+mCdL+EXqowhdyshIYC8552cySwXZ47Ehgfi8aybmW+inb3ZBihOiXrkllai5lor8/JB/lr8/ZFB+O9fR1E3GCIaJexEdjqtRnK3Fc6Vqy3QajV2WwClDK7jlnU0QRJr658crYSEcOQ87+RMZrk406B9nHF/v3hXH+i0GsGbaLGTkzlCcUrU4sAvl0Utv+z+fhjWK5oGmBJJKGEnipCjJc3RBZev+01IgA4Af4LhaIIkV7YSEsKR87wTm8wKVVlxNPvoXwZ3xB1927rNOLqJlntyMopT4m5c3JyoqGNeZ1xqLHWBIU6hKjFEEVJrQlsSuuBysyK+891xfPTDL6hvNuFqc9tkFbYVK1gmSBLaZ3v1qsUwGE1UA560I+d5JyaZZa2yYm/20QHd9CgsyLfaJl+FGr7YkxoPUo4XxR6Ry5a8C5i3oRB1jexdYcIC/fD2xHQF94r4AkrYiSK4FreZa45AA1hdWG3/tiUmQdlRXI7l35W2255tF12ToxIWjPsMSG8lpBJ0hI+c5x1rMlvd0IRZa39qtwxXZcV2oLft7KMGg/1ZHO0l9/aSY2fiQezxotgjcpn62SHsKL4oer3XJ6TSDSJxGnWJIYpx9Dh9+vAEh31jWRIURwPsbFXUNjGVe3O0z7ZJDCsqQUeEyHXesXRNmT82CUu2lihWZYVL7vkq0cgRD6zHi2KPyOXlrcWSkvXpwxOodCORBbWwE0U5anHr360T8+Nze4QG2FkSM3kLayshC6GqHUpMKEM8k1znnVDXFH1wAPPAVMtWdTnIGQ9Cx4tij8iludWIj/aKm8U0ItQfL92dTP3WiWwoYSeKs32cznE2QRFbBUJMIsK3z2KJqdohd3JEPI9c552j2NqYd55pG0pUWZE7HhwdL4o9Ipe/HzjtcGIwS38aHI87k+NonASRncd0iTlx4gQmTJiAgQMH4rXXXmPqkwwABw8exJ133olbb70Vn3zyidV7M2bMQGJiovm/hx9+WIE9J44IPT53RGoVCFeWe6MSdMRd+GLLXVVWDEYT9v18iWlZlngQqnBDsUec1XbOXsYGxptcALgzOU70tYwQFh7Rwt7c3IwZM2YgMzMTb731Fl566SWsX78eEyZMcLheVVUVZs6ciSlTpuCuu+7C008/jT59+iAjIwMAUFRUhM2bNyM2tq00mZ+fRxwO8huplWhcWe6NStARtVG6GpI99gZ+OiIUDywDSSn2iDO2F5XhufWFuHK1hXmd8CA/WeOGEEse0cK+Z88e1NfXY968eejWrRuefvpprFu3TnC9TZs2ITo6GrNmzUL37t2Rk5NjXq+8vBwA0KtXL4SHhyM8PBwhISGKfg8iL8sBdmJU20zZriRXTihDCAtX1kwH+Ad+2sMSD6wDSSn2iFTbi8owY80RUck6ALxyTwq1rBPFeEST8rFjx9CvXz8EBwcDABITE1FaWiq43vHjx5GRkQGNpi2AUlNTsWzZMgBAQUEBDAYDhg8fjtraWowcORILFy6EXq8XtW985c34lmNdnrAZ1acz/jYxFQs2FKKqka2dfcnWYoxMjMKRs9W4WNeEzh0CMbC7cv0N54/tjVlr83hL0M0f2xswGaHGU0PseavT6ZTcHVFcGWueFt+j+nTGu5PTsHhLCcprm8yvx+qDMH9sb4zq09nhd2H5vgajCT+eqsLcrwqYnoCxxIPBaMLCTUcFB5JmJbbNJilH7Hnavy0fNcUmoN7j2txqxPPrC0Wvl90nGnemxKji+6j12HoLuY8va2xqTKydwV0gJycHBw8ebPe6TqfDmDFjsGDBAvNrGRkZ+Oabbxwm2E888QT69euHxx57DABw9epVDBs2DIcPH8bKlStx8OBBzJ07F1qtFvPmzUOfPn2waNEipn01GAzIy8sT9wWJYgoqmrBoTzXz8uEBGtQ2Xz/1I4O1eCQtHBldlXk8nnuuEavzalF5zeiyz3SHAQMGuHsXKDZFMJhMKLnUjOpGIzoFadEnOgA6jfM3rvbOdyEs8VB0sQkLvheO80UjOiG5cyDvvnhj7AlRQ2wC6o7P3HON+PBwjdW1QYgGwLheIfiffuHK7RjxaqyxqaoW9sWLF6Oxsf1j088++8zcSs4JDAxEY2Ojw4Rdp9MhICCg3ToAMG3aNEybNs383jPPPIPZs2czJ+yclJQUprsjg8GAwsJC5uUJO4PBgB/Otr/Rc8T2B7nqmhFvHriCdyenmadbl1NaGjB1jAmHTle5pFVfLp583rpynz35OElJ4xx932+OluPNA3mixpXM+t1NePK2noLxcDb/AgDhhD085kak9Wsrp+ds7Hnyv62aJSUlobi4WDXHVcp5e0+/OCy9NwUBfurqXUznrLLcdXxVlbBHRUXxvn7y5Emr1xoaGuDv7+9we3q9HlVVVUzrhIeHo7q6Gs3NzVZJvhCdTifqH0zs8oRNpyDnfjC5x+lLth7DHck3KJJI63TA0J6dZd+uK3jieeuOffbE4+QM2+9rMJqwZOsxUUkPAGT27IwAf+HLUayebZxRrD7Ear/kiD1f+7dVGncs1XBcpZ63fxwUj+BAx3mIO6nh2HozVx9fdd0W8khJSUF+fr7573PnzqG5uVmwv7nteiUlJYiJiQEAzJ492+qxXGFhIaKjo0Ul68T9DEYTcn+pROU1AzqFOPfDaVmXmRAinpjJzADxAz9pIClRQm5ppajzFgBiwwPpPCMu5REJ+8CBA1FXV4cNGzYAAFauXIkhQ4aY72zq6+vR0tJ+NHdWVhYOHz6M3NxctLa2YvXq1cjMzATQVh1m6dKlyM/Px+7du7F8+XJMmjTJZd+JOG97URkyX9uFBz4+hL8drEW1yBH9fKguMyHSiIkdKRVpXF3hhni/7UVlmLX2iOj1Fo7vS+cZcSlVdYnh4+fnhyVLlmDOnDl4/fXXYTAYsGbNGvP748ePx/PPP4/s7Gyr9SIiIjB37lw89thjCAsLQ0hICF5++WUAwPTp03HhwgVMmTIFkZGRmDhxIqZPn+7S70Wk40q7iXmEGRkagEqGko5Ul5kQaU5fvsq8bKxN3XRWo5Pj8P6D6e3qsEvdHvFdUq4jHUP88eq9KXSeEZfziIQdALKzs/Htt9+isLAQ6enpiIi4/ihq165dvOs98MADyMzMRGlpKQYNGoSwsDAAgL+/P1555RW88soriu+7pzMYTXanOHfn/izaXMz7I6sBEBEagOfv7I0r11oQERaI2PAgDIjvhBFv7FZkwhi1HSPieTz9HDIYTfj84FnB5fTBfnhv8gBkiJgN0vbYjEqKxaikWI8+XsS9mluNeP7rIuZkPTRQhw8mD8CQnlF0nhG38JiEHQBiYmLMfdDFiI+PR3x8vAJ75P1YZhR0NaF+siYAlQ3NuKFTCCbcEmn13oJxSZi55ghvXWYpj9PVeIyIZ/GGc+jgqSqU1wp3iXlkaAKG9rRfYMAebzg2RF22F5Vhzr/y0dDEVkdbA+B/7++HYYnRyu4YIQ54RB924h6sMwq6Gms/WXvLcY/TY/XW3V5i9UF4/8F00QmAWo8R8Rzecg6xxmX3qFDmbXrLsSHqwc1iypqsdwz2l3RtIERuHtXCTlzHUbcTyxkFRyXFuvzxIGsfc77lRifHyfI4Xc3HiHgGbzqHnI1LW950bIg6cDPlivHuA+kYejP7EyFClEIt7MQulm4n7iqB6ExpN4PRhAOlldhScAEAcFfqDRgsoi+tJTUfI+IZvOkckrvkolzHhov5jXnncaC0Egajaib3Ji6WW1qJ8tom5uXj9EHIuClSeEFCXIBa2IldznQ7URpX2k1sX3S5+8Kq+RgRz+BN55DUuOQjx7Gh/u+Es72oDM99VShqHSoRStSEWtiJXXI/3pab2L7oSvSFVfsxIurnbeeQnGNEnD021P+dcLhz4co19rk6nsruRTd1RFWohZ3YxT3eVqIEoly4vui5pZdwqOgEBib3QkaP6HYtIkr1hfWEY0TUzRvPIbnGiDhzbKj/O+EIlQG2JzY8EI9n3azYPhEiBbWwE7s8ZUZBnVaDjJsiMaxbMDJust8XXal+wp5yjIh6ees5pNNqMLhHJO5O6yJ5jIgzx8abxgYQ5widC/bQLKZEjShhJ7zkLoHoLkr2E/aWY0Tch84hflKPjTeNDSDOEfNv3CnEHx/4eMwR9aIuMcQhuR5vu5PS/YS94RgR96JziJ+UY+NtYwOIdKz/xi+M6YNHMhMo5ohqUcJOBHGPtz2F7TTmA+I7Kd5P2NOOEVEftZxDtvGjhhsHscfGG8cGEHaW53BUaCBiw4NQUev4XKBknagdJezEq/CVcRvfLw4r95ySpdwcId7KW8ogyl1ikngOe+dwxxB/82BjOheIp6I+7MRrfHO0nLeM28o9pzBteAL1EyaEh7eVQaSxAb6H7xyuudpWzlEf4m/1Op0LxJNQCzvxCgaTCYu3lDgs47Ypvwzf/2UkDp+pVtXjfkLczVvLINLYAN/Bcg4H+Wnxj8duxeX6JjoXiMehhJ14hZJLzQ6nnObKuB0+U62KfsKEqImYMoieFj9qGRtAlMVyDpfXNkGr0eDutC6u2zFCZEJdYohXqG40Mi1HZdwIaY/KIBJPR+cw8XaUsBOv0CmI7VSmMm6EtEdlEImno3OYeDtK2IlX6BMdgNjwwHYzInI0aKt2QWXcCGmPK4NI8UM8FZ3DxNtRwk48msFoQu4vldj/ayMmDuxqHlxkiUp3EeIYVwYRkBY/BqMJB0orsTHvPA6UVsJgtDf0jxB52DvfnD2HCVE7GnRKPFb7ers16Phb2a4rv5XxAtpKd3laHWlCXI0rg2hbw1oofryldjvxDELnm5RzmBBPQAk7US1HMy5y9XZt2/G4ertPZfdC96gQKt1FiAi2ZRCjwgIBE3C5oQkHSivbxdI3R8sxa21euzjkardTjWsip20FZchZe6Td67bnG5XyJN6IEnaiSo5aUUYlxQrW2/3i0FnsnZtFP9KEiMSVQdxeVIZn/pVvPwb7dGaa+8ATa7cTddpWcAGPf/6T3ffsnW9UypN4G+rDTlRHaMbFFbtOMteMJoSIJxSD3xwtZ577gOKQOGt7URly1v4ER0Mj6Hwj3o4SdqIqQrPVAcAn+04zbYvq7RIiHksMLtl6DJXXDEzbozgkzuDOR1Z0vhFvRQk7URWW2equXGvhfd8S1dslRDzWWU9rm9gmK6M4JM4QOh9t0flGvBUl7ERVWFtHOgb7U71dQhTAGoPhgVqa+4AoTkyLOZ1vxJvRoFPisBqLq7fH2joyZWgC3t55Ahqg3aN7E4D5Y4Xr7fLtp6P9l/tYEeIMMefqgPhOOHymWvDcZY3ByGAdXryrD2atzeONw4kDu1ntS3ltI6rqmxARGoBYfTDFD7Grqr4Zf1y5HxdqGhGgY29XpDrrxJtRwu7j5K6h7Oz2BiVEIDY80OFgNq0G+K6kHHEdg1BZ34ym1vaP5pdsLYZWC9G1o8f3i8Om/DK7+w/A6+tNt0vyuundvUuEB985PH9sH5y8WI9P9p226j6m1cBq0F5seBAWjm9/7nIzRpbXNNrtxw4AnUL80TPSD0VVV5HaNRzHK+rR2NI+Dt/aeQKrfiiFn05rNTeC5f5KiR933DgbjCYcPF1JN+sKG7BkByobms1/N0B4rIRWA6yYRCVEiXfTmEwmmpJOAoPBgLy8PKSlpUGn08m+vCvw1TLnLkFiayg7uz2D0YQVu37Ge//52W4SLsVT2T3xeFZPqwsr335KpYH4Y6VG9hLA2PBAPNQ3GDPuylDNeSvEHbHm6s+U8xz+wOLc5RLhncXl+JhxcLccPuCJH3uJ+Y7i8nbnaURoAF66OxljUuWPQYPBgA+25OLvR69ZNSR42826q3CxkpKSgsLCQquY6fXCNjQbxJ/V703ujzGpN8i9qx5LjfmGN3HX8aUWdh8lVAlCbA1lZ7e3vagMz60vtNsK54y3dp7E5wd/NbckOtpPqUwA5q0v9Oh603wJYEVtE9440ISEhHKMSe3iln0j1uQ+h7lz114i7CrP2YkfezeQHUP87f5GVDU0I2ftEUw/l4B5Y5Jk3bdvjpbjjQNX2r1Ok0PJ608fHxCdrNNNE/ElNOjUR7FWgmCtaevM9rYXlWHGmiOyJ+uc8tq2C+v2ojLRFQdYVV9twYpdJ2XfriuwlvEzOCqCTFxG7nO4+moL3vnupN26665y5WoLVuz62fw3Xx14od+ID/ecwraCC7Ltl8HYNjmUPVw0LNpcTLHhpGvNBuw5yV4//fGRN+PzqRnYOzeLknXiMyhh91GsI++VXk5sjV1nLNpcjPKaa4pt/5N9pz3yws2SANKEJOqhRJ3pVXt/kfWpkxSf7D8Fg9Hk9BOEv24ski0O2wbK0uRQSntxQ4Go5XvGhGFwj0iPfaJJiBSUsPso1koQSi+nVIu3Le7CWmUxmEluV661eOSFW+6bMqIsJepMNzSxTYKkpCtX2+LH2d+Eqgb54pBiwzX+fbRC1PJUa534IkrYfRRXCUKuGspSt+fqC11EWCDi9Mr92HvihVvumzKiLKFY82QX6xpliSG54pBiwzXEPBHRAlRrnfgkSth9lE6rMZcqtL3wc3+LqWkrdXuuvtDFhl8v0agET7xwsySANCGJejiKNSnCAtVTRaJzhyBZYkiuOOTKzPKhyaHk0Tu2A/Oyb05Ioa4wxCdRwu7DRifH4f0H0xFr0+Icqw+SVPlAyvZc1VpoeWEdnRyH9yb3h5y/+Z584Wa52Zo/tjddJFWEL9akeH1CqqgYDA2QP8G3jB9nfxPkjEOdVoMX7+pj3kdLUho2iH2fTrmVabnIED/c+9tkXIT4Go8p63jixAnMmzcPZ8+exX333Ydnn30WGg3bj+SZM2dw//334+DBg1avHzx4EAsWLEBVVRVmzJiBKVOmKLHrqjY6OQ6jkmJlm4RE7Pa4ZHHmmiN2Z0u0FBqgQ1iQDhW17fuh9+joh3ED4vH2d6Xt3rN3YR2TegNWQIOctUfsLi9myJo3XLi5BLBdHXZ9EB5MCsIdfWPduHfEHnuxVt3QjCVb25dCzLw5CodOVaGi7voAytjwQCwc3xejk+Og1WrsxiB3Nv85uxe6R4WY4/nVfxfjox9Ot4uT0AAdJt/aDV8dOc88XsRe/PD9JgjFpgbyx+EdfWPxl8Ed29Vhj6WSgrLRh/gjPjIYZyr5iwL4aYHDL97hwr0iRF08ImFvbm7GjBkzkJmZibfeegsvvfQS1q9fjwkTJgiu++uvv2LatGmoqamxer2qqgozZ87ElClTcNddd+Hpp59Gnz59kJGRodTXUC2dVoPBPSLdtj2+ZDE0QIe+N4Tjlu4RGHpzFDJuaqsKUN/Yiqe+/Alnq6+hW6dgvHlfKn4+VoS0tJ7oHae3m3Tau7COSY3DB1r7SSrfzKadQvxhgnV5OW+5cNtLAAd006OwIN/du0Z42Iu1O5Lt3zA7mh3U0Q2bvXP7udG9cVvnqyho6Ij/nr2CkAA/TEjviiE3R0Gn1eC5O/uYP+v05QZ8fvAsb7UVe58htD9Gowl/3ViEqobrcahkTe6MrkGYOuZWHD5bQzOdKuT7v2RhxBu77CbtXfQB2DdvlBv2ihD18IiEfc+ePaivr8e8efMQHByMp59+GosWLWJK2KdPn477778fb7zxhtXrmzZtQnR0NGbNmgWNRoOcnBysW7fOJxN2NRDTMh8W5IdV/zPQ/LfBYJC0HZbl7b0HwOXToruKbQJoeWyJZ+C7YRa6kRYbO/5aLR4ddhOm2Znpz/azHs/qad5uVGggoAEu1zc5/Ayh/bkjOc6lcSh3wwZp7/u/ZKHmagse+fQgLtQ04gZ9EFY/PAj6EH937xohbucRCfuxY8fQr18/BAcHAwASExNRWtq+64M9H374ITQaTbuE/fjx48jIyDB3q0lNTcWyZctE7xtrQsMtRwmQY4O6d7z+h8kIlsNl79iK3Y6j5W3fk7qfnkjseaumabBdGWveFN8s57aU72u1XUsC8SMmNpU4/N7yb6um2AT4j2tYoBb/nJ5hd1nCxlvOWbWS+/iyxqaqEvacnJx2/cyBti8zZswY898ajQZarRY1NTXQ6/UOt3njjTfi3Llz7V6vr69Hjx49zH+HhYWhokJcLVgAKCwsVHR5wo6OrXJYj+2AAQMU3hN27jgffO0c9KXv6+nfVU2xCQDFxW0T5nn6cVUzOrbKkuv4ssamqhL2xYsXo7Gxff3czz77rN0A08DAQDQ2Ngom7Hx0Oh0CAgLabU+slJQUprsjg8GAwsJC5uUJOzq2yvHkY+vKffbk4ySFL31fX/qurpSUlITi4mI6rgqgc1ZZ7jq+qkrYo6KieF8/efKk1WsNDQ3w95fer02v16Oq6vpseGK3ZzK5eyJvQtTHYDBAq9UyV3BSAsUmIe2pITYBik9CbLHGpqoSdj4pKSlYt26d+e9z586hublZcus6t82tW7ea/y4pKUFMTAzz+kZjW19m6hKjHnRslSPm2Kalpbm1VUdqbMrB185BX/q+3vBd3R2bwPX4pC4xyqNjqyw5jy9LbHpEwj5w4EDU1dVhw4YNuOeee7By5UoMGTLE/OXq6+sRGBgoqoU8KysLixcvRm5uLm655RasXr0amZmZzOv7+fkhJSVFFS0WhKiJVuve+dgoNgmxz92xCVB8EmIPS2xqTB7yfGrnzp2YM2cOQkNDYTAYsGbNGvTs2RNAW/L9/PPPIzs72+66586dw2233Ybjx49bvf6Pf/wDS5cuRVhYGEJCQvDPf/6Tt1sOIYQQQggh7uAxCTsAVFRUoLCwEOnp6YiIkGfq6TNnzqC0tBSDBg1CWFiYLNskhBBCCCFELh6VsBNCCCGEEOJr3N+hjRBCCCGEEMKLEnZCCCGEEEJUjBJ2QgghhBBCVIwSdkIIIYQQQlSMEnZCCCGEEEJUjBJ2J504cQITJkzAwIED8dprrzFPu3zw4EHceeeduPXWW/HJJ59YvTdjxgwkJiaa/3v44YcV2HN1k3JcHR1TR+/5GrmPrbefr74Q474WbxQDriM1foC2ssuDBg1ScO88k9znL7Em9ZxV/Hw1EcmamppMI0eONM2fP9905swZ09SpU03r1q0TXK+ystKUnp5ueuedd0ynTp0y/f73vzcdOHDA/P7QoUNNx48fN9XU1JhqampMDQ0NSn4N1ZFyXB0dU6Hj7UvkPrYmk3efr74Q474WbxQDriM1fkwmk+ns2bOm22+/3dSrVy+F99KzKHH+kuuknrOuOF8pYXfCjh07TAMHDjRdvXrVZDKZTCUlJaaJEycKrvfJJ5+Y7rjjDpPRaDRvZ86cOSaTyWQqKyszDR06VLmd9gBSjqujY+roPV8j97H19vPVF2Lc1+KNYsB1pMaPyWQy3XnnnaZVq1ZRwm5D7vOXWJN6zrrifKUuMU44duwY+vXrh+DgYABAYmIiSktLBdc7fvw4MjIyoNFoAACpqakoLi4GABQUFMBgMGD48OFIS0vDU089hZqaGuW+hApJOa6Ojqmj93yN3MfW289XX4hxX4s3igHXkRo/APDhhx9i9OjRSu6eR5L7/CXWpJ6zrjhfKWFnkJOTg1tuuaXdf3//+9/RtWtX83IajQZarVbwx7q+vt5qvbCwMFRUVAAATp8+jb59++Ljjz/GV199hfPnz2PZsmXKfDGVsj0+LMfV0TF19J6vkfvYesv56ssx7mvxRjEgP7njBwBuvPFGJXfZY8l9/hJrUo4v4Jrz1U/xT/ACixcvRmNjY7vXP/vsM/MdKycwMBCNjY3Q6/W829PpdAgICGi3DgBMmzYN06ZNM7/3zDPPYPbs2Vi0aJGzX8Nj2B4fQPi4Ojqmjt7zNXIfW285X305xn0t3igG5Cd3/BB+cp+/xJqU4+sqlLAziIqK4n395MmTVq81NDTA39/f4fb0ej2qqqqY1gkPD0d1dTWam5vbnUTeSq/Xiz6ujo6pmOPt7eQ+trY89Xz15Rj3tXijGJCf3PFD+Cl9/vo6KcfXVahLjBNSUlKQn59v/vvcuXNobm4WvAuzXa+kpAQxMTEAgNmzZyMvL8/8XmFhIaKjo33mhx+QdlwdHVNH7/kauY+tt5+vvhDjvhZvFAOuIzV+CD+5z19iTc3nLCXsThg4cCDq6uqwYcMGAMDKlSsxZMgQ6HQ6AG19oVpaWtqtl5WVhcOHDyM3Nxetra1YvXo1MjMzAQC9evXC0qVLkZ+fj927d2P58uWYNGmSy76TGjg6rlKOqaP3fI3cx9bbz1dfiHFfizeKAdeRGj+En9znL7Em5fi6jGL1Z3zEjh07TKmpqabBgwebBg0aZDpx4oT5vZEjR5p27Nhhd701a9aY+vbta7r11ltNI0eONF26dMlkMplMzc3Npnnz5pn69+9vys7ONr3zzjumlpYWl3wXNeE7rlKOqdB7vkbOY+sL56svxLivxRvFgOtIjR+TyWT69ddfqayjHXLHK7Em5fiaTMqfrxqTScS0Y8SuiooKFBYWIj09HREREczrnTlzBqWlpRg0aBDCwsIU3EPPJOW4OjqmdLyvk/vYejtfiHFfizeKAdeRGj+EH52/ylLjOUsJOyGEEEIIISpGfdgJIYQQQghRMUrYCSGEEEIIUTFK2AkhhBBCCFExStgJIYQQQghRMUrYCSGEEEIIUTFK2InHys/Px7333ov+/fvj4YcfRkVFBQBg/fr1SExMRGJiIpKTk3H//fejsLAQAPDOO+8gMTERffv2xe23346VK1eCK5TEvZeYmIh+/frhoYcewpkzZ9z2/QjxdD/++KM5pvr27Ytx48bhhx9+sFrmwIEDSExMNMcv0D6GJ0yYgIKCAlfvPiE+Y/369bj77rt53//Pf/6D0aNH45ZbbsHs2bNRV1fnwr0jACXsxAM89NBDWL9+vdVr165dQ05ODh544AFs27YNoaGhWLx4sfn9Xr164dChQ9i5cydGjBiBnJwcXLt2DQAwYsQI7Nq1Czk5Ofjwww/x/vvvm9cbMWKEeb34+Hg8//zzrvmShHg4e3EKAGFhYTh06BB2796Nhx56CLNnz7ZKzvfu3QsA2L9/v9V6XAzv2bMHv/vd7/Dkk08q+wUI8RF8scqnvLwcc+bMwbx58/D111+joqIC77zzjoJ7SOyhhJ14pNLSUtTU1GDChAmIi4vD448/Do1GY35fq9UiPDwcsbGxePzxx9HQ0IBjx44BAPz8/BATE4N77rkHf/nLX/D3v/8dRqPR/F54eDiio6Nx7733oqioyC3fjxBvodFoEB4ejs6dO+MPf/gDunbtikOHDpnf379/PwYNGoR9+/ZZrcfFcEREBP7whz/gwoULqKysdPXuE+Lz8vPzERUVhREjRuDGG2/E448/jubmZnfvls+hhJ24xPr163Hfffdh5syZGDBgAB599FFcvHgRAFBcXIw//vGP6N+/PyZOnIiTJ08CAF588UUkJibi4MGDmDdvHhITE/Hiiy8CAOLi4qDRaPDOO++gpaUFffr0wYoVK3g/X6fTobW1td3rw4YNQ1VVFc6fP2/1utFoxLfffovExES5DgEhqid3nNpjGYtVVVU4duwYHnnkERw4cAB88/ht374dnTt3RseOHeX9woR4KFfEKic+Ph5nz57Fv/71L5hMJgwbNgwLFy5U8usROyhhJy5TWFiI/v37Y8OGDQgICMCCBQtQX1+Pxx57DFlZWdi+fTvS0tLwzDPPAACef/55HDp0COnp6XjxxRdx6NAhcxeVyMhIvPHGG/i///s/3HHHHdiwYYPdzzQajfj6668BAL179273fnR0NACYW+6+//573HLLLUhLS8NXX32FpUuXyn0YCFE1OePU1r59+3Dq1Cmkp6eb/+7evTuGDBmCmpoaHD9+3LzsiRMnzLH45ptv4s0334ROp1P+ABDiIZSMVUu9e/fG888/jyVLlmDcuHH4z3/+o/A3I/b4uXsHiO+IjY3F1KlTodFo8MQTT+C+++7Dzp07odfrMX36dADAzJkzkZqaCgAICgpCUFAQ/Pz8EBwcjPDwcKvtjR49GkOHDsWnn36KF198ESUlJZg3bx6A6xf7xsZGdOzYEW+++SY6dOjQbp+4bjRcy96tt96KxYsXo66uDu+//z5eeOEFrF27Flot3dsS3yB3nNbV1eGWW25BU1MTAgMDsWDBAnTr1g1AW3eYtLQ0BAYGIikpCfv27TPfWCckJGDlypVobGzEP/7xD/z1r3/Fxo0bERIS4sKjQYh6yR2rjjz00EMYPXo0PvzwQ+Tk5OC5557Dn/70J0W+F7GPEnbiMrGxseYEOSYmBgaDARcvXkSXLl3My+j1eowZM0ZwWxUVFWhqakK3bt3wxBNPYNCgQfjTn/5k/gHhLvaBgYHmVnR7uJb1qKgoAG0/aF27dgUALFq0CBkZGTh+/Dj69Okj7UsT4mHkjFMACA0NxYYNG+Dv74/OnTtbjTXZt28fqqursWPHDjQ2NqJDhw549NFHAQD+/v7mWHzxxRcxYMAA7N+/H9nZ2XJ9VUI8mtyxyufcuXPQ6XSIi4vDX//6VyQlJWHhwoWYOHEiAgICnNo2YUfNhsRlLly4YB7ceeHCBfj5+SE2Nhbnzp0zL9PQ0IC77roLly5dMr+m0Wja9W3997//jRdeeMH898CBA+Hv728uNcVd7B0l60BbhYro6GhzYmCJ+0x7fd8J8VZyxinQNni0a9euiImJsUrWf/75Z1RUVGDNmjXYsGEDXnrpJfz3v//lHcxmMpkoFgmxIHes8vn000/xt7/9zfz34MGD0dTUhKamJhm+BWFFCTtxmYsXL+LDDz/Er7/+infffRe33XYbsrKyUFtbiw8++ADl5eV4//33YTAYzC3eQNuAl/379+PixYvYv38/DAYDBg8ejJ9++glbtmwxl5iKjo7GTTfdJLgfra2tqKiowObNm/H6669j+vTp5kSitbUVtbW1+PXXX/H6669Dr9ejV69eih0TQtRGzjh1ZO/evYiPj0e/fv3QtWtXjBo1CgaDAYcPHwbQNv6ktrYWZWVlWLZsGVpaWtC/f39FvzshnkTuWG1tbUV5ebnVf83NzRg2bBi2b9+OvXv3oqysDO+88w7S0tLsdjMlyqGEnbhMWloaSkpKcM8996ClpQXz589HWFgYPvroI+zevRt33nkn8vPzsWLFCquWuJycHFy4cAG33XYbFi5cCKPRiMTERCxduhTvvPMORo8ejR9//BHvvfce0+O577//HllZWXj//ffxzDPP4KGHHrJ6b+DAgRg3bhx+/fVXfPDBBwgMDFTkeBCiRnLGqSP79+9HRkaG+e/Q0FD069fPXJf9xIkTGDhwIG6//Xbs27cP77zzDmJiYpT50oR4ILlj9eeff8aIESOs/isuLsaIESMwe/ZszJ8/H2PHjsWlS5fwv//7v+762j5LYxLzXIQQidavX4+vv/4af//73929K4QQHhSnhHgGilXfQy3shBBCCCGEqBi1sBNCCCGEEKJi1MJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiKUcJOCCGEEEKIilHCTgghhBBCiIpRwk4IIYQQQoiK/T8LXCWNBksjLAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 750x750 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('加入第三只股票，分析三者之间每日收益相关性')\n",
    "stockLS['DailyRe']=stockLS['收盘价'].pct_change()\n",
    "dataLA=pd.DataFrame()\n",
    "dataLA['pctSPDB']=stockSPDB['DailyRe']\n",
    "dataLA['pctPAB']=stockPAB['DailyRe']\n",
    "dataLA['pctLS']=stockLS['DailyRe']\n",
    "\n",
    "sns.PairGrid(dataLA).map(plt.scatter)\n",
    "\n",
    "plt.figure(figsize=(10,8))\n",
    "plt.title('三只股票每日收益相关矩阵',y=1.05,size=15)\n",
    "sns.heatmap(dataLA.corr(),linewidths=0.1,vmax=1.0,square=True,\n",
    "            linecolor='white',annot=True,annot_kws={'size':20,'weight':'bold','color':'white'})\n",
    "plt.savefig('相关矩阵.png',dpi=300,bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
